{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "dee2ba8d-6544-4d2f-abdc-02d775141dc3",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "44a6c92e-43f8-4077-81d6-83e8d121a2cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/data/work/jiaqi/targetdiff\n"
     ]
    }
   ],
   "source": [
    "cd .."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dddb9d9a-2984-4957-9a89-8617921e33ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "import utils.misc as misc\n",
    "from datasets import get_dataset\n",
    "from tqdm.auto import tqdm\n",
    "import os\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64392e04-c989-42be-96f7-cfec4764e748",
   "metadata": {
    "tags": []
   },
   "source": [
    "## load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4dd84397-e32d-4496-ac82-a6f42c2fe0e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/affinity_info.pkl', 'rb') as f:\n",
    "    affinity_info = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bc36d900-d66e-4eb6-bd1b-bcfdfdaf4e63",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "40617 27\n"
     ]
    }
   ],
   "source": [
    "results = torch.load('outputs_embedding/crossdocked_train.pt')\n",
    "test_results = torch.load('outputs_embedding/crossdocked_test.pt')\n",
    "# pdbbind_results = torch.load('outputs_embedding/pdbbind_v2020_all.pt')\n",
    "print(len(results), len(test_results))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9bbc83fb-5690-45e4-bf7b-4cc8e40d3d73",
   "metadata": {},
   "outputs": [],
   "source": [
    "config = misc.load_config('configs/training.yml')\n",
    "dataset, subsets = get_dataset(\n",
    "    config=config.data,\n",
    "    transform=None,\n",
    ")\n",
    "train_set, val_set = subsets['train'], subsets['test']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ae835114-ee7e-4a78-b2d3-131338a20e05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "54ac2c5ffbe342a6910ea808e5358835",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/40617 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# add protein / ligand fn\n",
    "for r in tqdm(results):\n",
    "    data = train_set[r['idx']]\n",
    "    r['protein_fn'] = data.protein_filename\n",
    "    r['ligand_fn'] = data.ligand_filename"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "996f6cd8-baa5-4b3d-867f-e08754258193",
   "metadata": {},
   "outputs": [],
   "source": [
    "# split data\n",
    "def get_pdb_name(fn):\n",
    "    return os.path.basename(fn)[:4]\n",
    "\n",
    "def get_ligand_name(fn):\n",
    "    return os.path.basename(fn)[:4]\n",
    "\n",
    "def get_unique_pockets(dataset, raw_id, used_pdb, num_pockets):\n",
    "    # only save first encountered id for unseen pdbs\n",
    "    unique_id = []\n",
    "    pdb_visited = set()\n",
    "    for idx in tqdm(raw_id, 'Filter'):\n",
    "        pdb_name = get_pdb_name(dataset[idx].ligand_filename)\n",
    "        if pdb_name not in used_pdb and pdb_name not in pdb_visited:\n",
    "            unique_id.append(idx)\n",
    "            pdb_visited.add(pdb_name)\n",
    "\n",
    "    print('Number of Pairs: %d' % len(unique_id))\n",
    "    print('Number of PDBs:  %d' % len(pdb_visited))\n",
    "\n",
    "    random.Random(args.seed).shuffle(unique_id)\n",
    "    unique_id = unique_id[:num_pockets]\n",
    "    print('Number of selected: %d' % len(unique_id))\n",
    "    return unique_id, pdb_visited.union(used_pdb)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cd6db829-5086-4c03-95fd-5c897c467d48",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train size: 35801 test size: 4816\n"
     ]
    }
   ],
   "source": [
    "all_pdb = {get_pdb_name(d['protein_fn']) for d in results}\n",
    "test_pdb = list(np.random.choice(list(all_pdb), 1000, replace=False))\n",
    "test_idx = [idx for idx, r in enumerate(results) if get_pdb_name(r['protein_fn']) in test_pdb]\n",
    "train_idx = list(set(range(len(results))) - set(test_idx))\n",
    "print(f'train size: {len(train_idx)} test size: {len(test_idx)}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6eaad417-537c-4e31-9af4-76bf187aae27",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_results = [results[idx] for idx in train_idx]\n",
    "test_results = [results[idx] for idx in test_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c32b1a2b-24e1-40a1-ad43-413db6fc9d43",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "kl_pos torch.Size([11])\n",
      "kl_v torch.Size([11])\n",
      "pred_ligand_v torch.Size([31, 13])\n",
      "final_h torch.Size([405, 128])\n",
      "final_ligand_h torch.Size([31, 128])\n"
     ]
    }
   ],
   "source": [
    "for k, v in train_results[0].items():\n",
    "    if torch.is_tensor(v):\n",
    "        print(k, v.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da14fe37-59f5-47d9-92ea-e0760f962891",
   "metadata": {},
   "source": [
    "## feats vs. pK"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1db236b9-15ee-42c1-821a-bb60542c3156",
   "metadata": {},
   "outputs": [],
   "source": [
    "def extract_features(all_results):\n",
    "    vina = np.array([r['vina'] for r in all_results])\n",
    "        \n",
    "    kl_pos = np.array([r['kl_pos'].numpy() for r in all_results])\n",
    "    kl_v = np.array([r['kl_v'].numpy() for r in all_results])\n",
    "    \n",
    "    nll_pos = np.array([r['kl_pos'][1:].numpy().mean() for r in all_results])\n",
    "    nll_v = np.array([r['kl_v'].numpy().mean() for r in all_results])\n",
    "    nll_all = np.array([(r['kl_pos'][1:] + 100 * r['kl_v'][1:]).numpy().mean() for r in all_results])\n",
    "    \n",
    "    entropy_v_all = [stats.entropy(torch.softmax(r['pred_ligand_v'], dim=-1).numpy(), axis=-1) for r in all_results]\n",
    "    num_atoms = [e.shape[0] for e in entropy_v_all]\n",
    "    entropy_v_mean = [e.mean() for e in entropy_v_all]\n",
    "    entropy_v_mean_norm = [e.mean() / e.shape[0] for e in entropy_v_all]\n",
    "\n",
    "    return {\n",
    "        'vina': vina,\n",
    "        'kl_pos': kl_pos,\n",
    "        'kl_v': kl_v,\n",
    "        'nll_pos': nll_pos,\n",
    "        'nll_v': nll_v,\n",
    "        'nll_all': nll_all,\n",
    "        \n",
    "        'entropy_v_all': entropy_v_all,\n",
    "        'num_atoms': num_atoms,\n",
    "        'entropy_v_mean': entropy_v_mean,\n",
    "        'entropy_v_mean_norm': entropy_v_mean_norm\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7d920953-4d22-475c-8961-68e16c073c3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def norm_score(score, mode='mean-std'):\n",
    "    if mode == 'min-max':\n",
    "        score_norm = (score - score.min()) / (score.max() - score.min())\n",
    "    elif mode == 'mean-std':\n",
    "        score_norm = (score - score.mean()) / score.std()\n",
    "    else:\n",
    "        raise NotImplementedError\n",
    "    return score_norm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "a6d56238-e21c-4adc-851f-568ddfbf4dc8",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_reg(x, y, xlabel='x', ylabel='y'):\n",
    "    r, p = stats.spearmanr(x, y)\n",
    "    sns.regplot(x=x, y=y, line_kws = {'label': 'Spearman $r=%.2f$ \\n $p$-value$=%.2e$' % (r, p)})\n",
    "    plt.legend()\n",
    "    plt.xlabel(xlabel)\n",
    "    plt.ylabel(ylabel)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4f3334ae-aae1-4757-bb23-33538ce61e32",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_pk = np.array([r['pk'] for r in train_results])\n",
    "test_pk = np.array([r['pk'] for r in test_results])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1b347574-8122-4471-8655-24d5df5837fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_feat = extract_features(train_results)\n",
    "test_feat = extract_features(test_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "605d7081-6e50-4994-8a3a-81cffdce618b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_multi_reg(x_dict, y, ylabel='pk'):\n",
    "    fig, axs = plt.subplots(1, len(x_dict), sharey=True, figsize=(8, 4))\n",
    "    for i, (xlabel, x) in enumerate(x_dict.items()):\n",
    "        ax = axs[i]\n",
    "        r, p = stats.spearmanr(x, y)\n",
    "        # sns.regplot(x=x, y=y, line_kws = {'label': 'Spearman $r=%.2f$ \\n $p$-value$=%.2e$' % (r, p)})\n",
    "        sns.regplot(x=x, y=y, ax=ax, \n",
    "                    line_kws = {'label': 'Spearman r=%.2f \\n p-value=%.2e' % (r, p)})\n",
    "        ax.set(xlabel=xlabel, ylabel=ylabel if i == 0 else None, xticks=[])\n",
    "        \n",
    "        ax.legend()\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "6d8da4f4-d1fa-4285-96de-e5302e882745",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_multi_reg({'vina': test_feat['vina'], \n",
    "                'v_ent': np.array([np.max(e) / e.shape[0] for e in test_feat['entropy_v_all']])\n",
    "               }, test_pk)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a59777a-bdbb-49a2-962c-b84e8f42f4c5",
   "metadata": {},
   "source": [
    "## supervised learning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "a92c0766-e901-4387-b5b3-f6e2333e021e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import linear_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a70537a8-e96e-4e5e-a8c9-3e55717460f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def pred_with_linear_regression(train_x, train_y, test_x, test_y, return_model=False):\n",
    "    reg = linear_model.Ridge(alpha=.0)\n",
    "    reg.fit(train_x, train_y)\n",
    "    y_pred = reg.predict(test_x)\n",
    "    print(stats.spearmanr(y_pred, test_y))\n",
    "    if return_model:\n",
    "        return y_pred, reg\n",
    "    else:\n",
    "        return y_pred\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "b2af5c84-1640-4f45-8ad0-db26e08ee063",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SpearmanrResult(correlation=0.4830945316508549, pvalue=3.633296534466661e-280)\n"
     ]
    }
   ],
   "source": [
    "train_score1 = norm_score(train_feat['vina'])\n",
    "train_score2 = np.array([np.max(e) / e.shape[0] for e in train_feat['entropy_v_all']])\n",
    "test_score1 = norm_score(test_feat['vina'])\n",
    "test_score2 = np.array([np.max(e) / e.shape[0] for e in test_feat['entropy_v_all']])\n",
    "\n",
    "combine_pk_pred = pred_with_linear_regression(\n",
    "    train_x=np.stack([train_score1, train_score2], -1),\n",
    "    train_y=train_pk,\n",
    "    test_x=np.stack([test_score1, test_score2], -1),\n",
    "    test_y=test_pk\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "44704ab0-681f-483c-a5ea-53563cbebce7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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99FEuuugi5s2bhxCiQqTJdV0+97nPsXLlSmpqapg3bx7vf//72bt378QdsGHCkUJQLf5wbMn8GXFsGYxf25bA19CcjBJzLJTW+CooN0kh+PC5RmfGYDAYpgsTGsz09PRw8sknc+utt/a7L5PJ8Oyzz/KFL3yBZ599lv/3//4fmzZt4i1vecsEHKlhIlFKc/vqrfhKc+zsWpY01zIrGUECjgyzMlATsfBU0D8jBWgNEUuyuDnBUY01LJgRZ1FjDXUxh4WNiYl+WQaDwWAYJSa0zHThhRdy4YUXVr2vvr6+nxX7d7/7Xc444wx27tzJokWLxuMQDZOA8jFrKSTxCECEjowbZGqAgq/JuQpbymC6qTj1ZEuJQBCPWIBF1vVxLNP4axhb6mI26/71ggl9foPhSGJKnfGpVCrQCGloGHCbfD5PPp8v/Z5OGx2RqU44mh2xJBpNrqDwlOotKckgC+MpRW3UxpGCjKuI2pKc6+H6Po5lEXUEnRm3auNvNf8mKQWep/if51vY05lhfkOCi06ai20beSbD4AghTM/KMDHifIbDYcp8K+dyOa699lre+973DqoEeOONN1JfX1/6Wbhw4TgepWEsCEezO7MuL7Vl2NHew+6OLHnPx1eavKfRWoPW7EvnyHmB+VneU+zuzLGjPcu2tm427e/GlvRr/F2zpY3L7n6SK370NJ/++Tqu+NHTXHb3k3z+/z3P6av+wKd/sZZvPrSJT/9iLaev+gN3PTo8KXCDwTC1uf322znppJOoq6ujrq6Os846iwceeOCQj9uzZw/ve9/7aGpqIpFIcMopp/DMM88c9n5HmxtvvJGXv/zlJJNJZs2axT/+4z/y4osvVmzjeR433HADRx99NPF4nCVLlvCVr3yln9nkbbfdVlLzPe200/jzn/88Lq9hSgQzruvy7ne/G6UUt91226DbXnfddaRSqdLPrl27xukoDWPFinl1NNVGaEllyRY8pBCB3kzZQJOv4aX2LG3dBVQVgw6lA6ftvneF/k0bW9LURG1mJaPURG2eeamDnzy5i1TGRUpBxBJIKUhlXG568EUT0BgMRxALFizg3/7t33j66ad5+umnec1rXsNb3/pWNmzYMOBjOjo6eOUrX4njODzwwAO88MILfPOb36yoLIxkv2PB6tWrueqqq3jiiSd46KGH8DyPCy64gJ6entI2N910E9/73ve49dZb2bhxI1//+tf5xje+wXe/+93SNj/72c/41Kc+xec//3mee+45XvWqV3HhhReyc+fOMX8Nkz6YcV2Xd73rXWzfvp2HHnrokP4M0Wi0FOWGP4ZphAhKQp7fPzAZYHOsYoNwzLbw/KCZWCldaizuznvMqYsRc6xS4JLz/NI+LCmQQmJLScQW+ErzH49sxfPUwE9sMExR9u/fjxCCb3/725x66qnEYjFWrFjBY489NuBj7rjjDubPn9/vKv0tb3kLl112GQAPPvgg55xzDg0NDTQ1NfHmN795UMPDxYsX9ys5nXLKKXzpS18q/a615utf/zpLliwhHo9z8skn88tf/nL4L/oQXHTRRbzxjW/k2GOP5dhjj+VrX/satbW1PPHEEwM+5qabbmLhwoXcfffdnHHGGSxevJjXvva1LF26dNj73bVrF5dccgkzZsxgxowZvPe976Wjo2PUXt+DDz7IBz7wAVasWMHJJ5/M3Xffzc6dOyuySI8//jhvfetbedOb3sTixYt5xzvewQUXXMDTTz9d2ubmm2/mn//5n/nQhz7E8uXL+da3vsXChQu5/fbbR+1YB2JSBzNhILN582b+8Ic/0NTUNNGHZJgANuxNc7C7wNz6GDFb4qneQEaKXjXgckTxRxd/LKvo3xQ5tH9TKutVZHfKM0BSSGxL0JV1+Z/nW0b9tR5JKKVZvzvF6k0HWL87hecp1u3q5J6/vMQP1rzEul2dqGppNsOY8txzzwFBueCWW25h3bp1LF68mEsuuaRfsBLyzne+k7a2Nv70pz+Vbuvo6OB3v/sdl1xyCRBMr15zzTU89dRTPPzww0gpufjiiwfc51C44YYbuPvuu7n99tvZsGEDV199Ne973/tYvXp1v21XrVpFbW3toD9DKYn4vs9Pf/pTenp6OOusswbc7v777+f000/nne98J7NmzeLUU0/lrrvuGvZ+t2zZwmmnncbSpUt5/PHH+cMf/sDWrVv5zGc+c8hjHSmpVAqAxsbG0m3nnHMODz/8MJs2bQICF/HHHnuMN77xjQAUCgWeeeYZLrigsvH9ggsuYM2aNWN2rCET2gDc3d3Nli1bSr9v376dtWvX0tjYyLx583jHO97Bs88+y//+7//i+z779u0Dgjc4EjHTKEcKYQPwrGSUmG2xoz0DBBkTgMJAGRIBQheDkeL/W0KQV6rkyRQ2Fpfj+r370xQfXxYxSQE+sKczM0qv8MhjzZY2bl+9la2t3bi+RmlF3gt+/GIAY0vJcXNque7C5UYTaBxZt24djuPw4IMPcvTRRwPwla98hdNPP509e/ZU7UNsbGzkDW94A/feey+vfe1rAfjFL35BY2Nj6fe3v/3tFY/5z//8T2bNmsULL7zAiSeeOOzj7Onp4eabb+aPf/xjafFfsmQJjz32GHfccQfnnXdexfYf+chHeNe73jXoPufPnz/gfevXr+ess84il8tRW1vLfffdxwknnDDg9tu2beP222/nmmuu4frrr+fJJ5/kE5/4BNFolPe///1D3u9HPvIRPvrRj/LlL3+5dNtnP/vZMQtmtNZcc801nHPOORV/l8997nOkUimOP/54LMvC932+9rWv8Z73vAeAtrY2fN9n9uzZFfubPXt2ae0eSyY0mHn66ad59atfXfr9mmuuAeCyyy7jS1/6Evfffz8QpBbL+dOf/sT5558/XodpmGDCBuCCr0rKv6Fztq8OXW7S9I5q+1pXeDKF+41Jq7S9UxbcCPobWyod3D6/wWjVjISwT6k77zEjEaHgKXZ3FsqCmED12fcVG/amufrna7nlXaeYgGacWLt2LW9729tKgQwE5fuQn/zkJ1xxxRWl3x944AFe9apXcckll/Av//Iv3HbbbUSjUX7yk5/w7ne/G8sKPltbt27lC1/4Ak888QRtbW2ljMzOnTtHFMy88MIL5HI5Xve611XcXigUOPXUU/tt39jYWJFpGC7HHXcca9eupbOzk1/96ldcdtllrF69esCARinF6aefzqpVqwA49dRT2bBhA7fffntFMDPYfnfs2MHDDz/MmjVr+OY3v1l6jO/7VYPKL33pSxVBTzWeeuopTj/99AHv/9jHPsbzzz/fr6z4s5/9jB//+Mfce++9rFixgrVr1/KpT32KefPmlUqJQD8bDa31uFhrTGgwc/755wdTKAMw2H2GI4fQm2ljSxf1MbvCbFL0yZiEVYk+yRS01kRti2zB54R5daXR7HC/c+p6HbXr4zZ7U737Kn8OpRWer6lPOFx00tyxesnTlr59SgB7O7OlQAaC990WAmkJXKVo7ylw2yNbOHNJk7GfGAfWrl1bsTgBPPvsszQ3NzN//nze8pa38IpXvKJ0X5jNuOiii1BK8Zvf/IaXv/zl/PnPf+bmm28ubXfRRRexcOFC7rrrLubNm4dSihNPPJFCobpzvZSy3xrgum7p32Ew9Jvf/KZfRqU8+ApZtWpVKbAYiDAwq0YkEmHZsmUAnH766Tz11FN8+9vf5o477qi6/dy5c/sFOsuXL+dXv/rVkPe7bt06Ghsb+etf/9pv//F4vN9tH/vYx3j3u9896GtcvHjxgPd9/OMf5/777+fRRx9lwYIFFfd95jOf4dprry3tf+XKlezYsYMbb7yRyy67jObmZizL6peFaW1t7ZetGQumlM6M4cgk9Ga6/r71dGbdor6MjyUCywIhguav8mAGKntdhBBYUpKM2RWj2eF+96XzNCQcopYk72titkXGDZqAfaWRQqM0eL7GkoKrzl9q9GZGQN8+pWzBJ18sE4ZhSnHKHikEtpT4SvP3fV1s2Jtm5YL6iTv4I4BsNsvmzZvx/d4GeKUU3/72t7nsssuQUpJMJkkmk/0eG4/Hedvb3sZPfvITtmzZwrHHHstpp50GwMGDB9m4cSN33HFHKVgYrKEYYObMmbS09PalpdNptm/fXvr9hBNOIBqNsnPnzn4lpWocbpmpL1rrCk2zvrzyla/sN968adMmjjrqqCHv13Ecurq6mDt3LjU1NYc8pubmZpqbh5/B1Frz8Y9/nPvuu49HHnmkIisXkslkkLLyO8+yrFJQGYlEOO2003jooYe4+OKLS9s89NBDvPWtbx32MQ0XE8wYpgRnL2tm1cUruX31Vl7YmyKf8fGK2Za6mM3BngKe0lgSHClxfV0qSVlSUB+3OWFePR89r9KTqXy/W1u7SamgDHXa4hksmhHnN3/bR1fWxSdYbOsTDledv5QPn7u0+oEaBqVcABEo2k+UR529wQxlzd2ur0t9ToaxY/369Qgh+PGPf8xrXvMaGhoa+OIXv0hnZyc33HDDIR9/ySWXcNFFF7Fhwwbe9773lW6fMWMGTU1N3HnnncydO5edO3dy7bXXDrqv17zmNfzgBz/goosuYsaMGXzhC18olawAkskkn/70p7n66qtRSnHOOeeQTqdZs2YNtbW1/bJLh1Nmuv7667nwwgtZuHAhXV1d/PSnP+WRRx7hwQcfLG1z6623ct999/Hwww8DcPXVV3P22WezatUq3vWud/Hkk09y5513cueddw55v694xSuoq6vj0ksv5Ytf/CK1tbVs2bKFBx54gG9/+9sjei3VuOqqq7j33nv57//+b5LJZCm7Ul9fX8oAXXTRRXzta19j0aJFrFixgueee46bb76ZD37wg6X9XHPNNVx66aWcfvrpnHXWWdx5553s3LmTj3zkI6N2rANhghnDlOHsZc2cuaSJDXvTPLaljd9t2EdrOoerNPVxB19rLNFbs52djHHucTM54+hGmmuiJVXfwfbbVwH4y2850SgAjyLl/U8xaRXtJ8pEg3Rl+TAMc4wFxfiwdu1ajj/+eK699lre8Y530NnZyZvf/GYef/zxQZXXQ17zmtfQ2NjIiy++yHvf+97S7VJKfvrTn/KJT3yCE088keOOO47vfOc7g/Y+XnfddWzbto03v/nN1NfX89WvfrUiMwPw1a9+lVmzZnHjjTeybds2GhoaeNnLXsb1118/0regKvv37+fSSy+lpaWF+vp6TjrpJB588MGKfp22traKUfOXv/zl3HfffVx33XV85Stf4eijj+Zb3/pWabprKPttbGzkt7/9LZ/73Oc477zz0FqzbNkyLr300lF9feHodN+/x913380HPvABILAT+sIXvsCVV15Ja2sr8+bN44orruCLX/xiaft/+qd/4uDBg3zlK1+hpaWFE088kd/+9reHzEaNBkJP88aUdDpNfX09qVTKaM5MM/paECyfk2Tjvq5+AYlh8qCU5rK7nyz2KQV9Ddvbeugp9JY1pICILUGDqxRSCF5xdCM//OArJu3fM5fLsX379pLy6VTlqquuoqOjg3vvvXeiD8VwhDDYZ2c467fJzBwBDOQ7NNWRUvTroTA9FZOb8v6nsE+puTZKrqwJOOh90vhFYcTG2ghXnr9sWpyzk521a9dy0UUXTfRhGAzDxgQz05y+eh6OJVg6q7Zf74jBMF707VNylaYhblfozChfG52ZcUZrzfr16/n85z8/0YdiMAwbE8xMY/rqeUSswGV6Y0sX19+3nlUXrzSLhGFCqNantHxOkg0tadbu7EQLOHVhAyvn15uMzDghhCCdTk/0YRgMI8IEM9OUvnoeYVNsTFrMqZPsS+e5ffVWo91RhuepimbfN504hxdbu/uV50yvzuhQrUx48sIGTl7YMCbPN13LrQaDwQQz05aBfIcguAJrSDgljyLTZwJ3PbqV/3hkK11ZF0Vgg/CZXwoSEYuobZXKc+ce08yjm9vKZPh1aYpKCmnKeJMUU241GKY3ZsZ0mtJXz6MvUUviKqPdAUEgc9ODL5LKuEgpsAUowFOadM5DCqiJ2jy/u5ObHnyRdbs6qYnaJKIWqaxLKuOSznkkIhY1UbtUxluzpW2iX5qB3nLrxpY0NVGbWcmo+TsZDNMME8xMU8r1PKqR91WFR9GRRLlb89odHXz3j5vxlMaWgNb09a080J0nYgk8P2hOLXgKXynaugKVzogtUBoO9uSJ2pI5dVG68z63r95qXJ8nmL7l1phjIaUg5lhj8nea5koXBsOoM1qfGVNmmqaU+xmV+w5BcPJ0ZlyWz02WPIqOFPqWG7KuT3c+0DhxBzDfVhpe3N+NV1zwcp5ix8FM4CEkBVJIbKnJe4qcq4hHLFPGmySMV7nVcRwgkHyv5pljMBiqk8lkgN7P0Egxwcw0pZqeR+A7pOjMuNRGrQqPosNhsMbKkd43FvRza/YVB3sG9lYpx+tz5a6LP57SCKGRRRFbTynAImpJUqaMN+EMpdw6Gn8ny7JoaGigtbUVgEQiMS5OwQbDVEVrTSaTobW1lYaGhgqripFggplpzEC+Q8vnJket8XGwxkpgRPeNRUNmP7dmAS2p3Ij3Z0mBKoq6eUphS4EQYBeN2CZrGe9Im+jpa5/Ql9H8O82ZMwegFNAYDIZD09DQUPrsHA7GzuAIYKwWsIF0bDoyLuGFsK/0sO6rjVpjon+zfneKK370NDVRm5hjkS347GjvQQpRcm0eKoKgTyaYZgpukwISEYvFTYGz7b50nuVzk9xz+RmTJlg4Eid6+ton9C23jsXfyfd9XNcdlX0ZDNMZx3EGzcgYOwNDBdX0PA6XwXRsZtcJNu3vBuDYWbUl2/hD3TeW+jfV3ZpByCDL4g+7AVRgy94GayGgqSZKzhv9Mt5ocKQKKI5nuTXEsqzDTpkbDIbhYaaZDCNisMbKvKvRWqM15D095Pv6NmSOJn2nuwK35qDPxR7GQiYFxBwLpQONGSmCQKY2YpNxfTJ5j+Vzk5MqOBjviZ7JRlhuXT43SSbv0dqdn5R/J4PBMHJMZsYwIgZrrCxlPURvQ+xQ7oPRa8jsS9/prlhEErUtcq7PAL2h/bAkxB2Lo5oS5F2N6/ukch4r5tbx2TccT2fWnZR9KEZAsbp9wmT7OxkMhpFjghnDiBissTLMeoT/Hup9MHaNs9XKDU21EfZ0ZCl4Q8tIaA11cQe0AKHpKSga4g5XvXrZmEnwjwbjNdEz2RmLcqvBYJgcmGDGMCIG07GJOqL0e9SuvPId7L5D6d+UNzI3xANNgmrZkIEanqu5NdfHHQqeoifvQbHsVB7aCILSkhSCRU0JsgWf1u78qE+FjSXjOdFjMBgME4EJZgwj4lCNlU01ETSwv6swrPsGasgsn8TpKfjkXB+tg7JPTdQa8sh3tXJDa3eO//OzddTHnVL/jKcUvgqagy0pSOdcbnjzCTTXRKdcmWIqCShO5dHxqXzsBsNUx4xmGw6LinHfoo5N1cBiGPf1zXSUT+JEbYvWdA5VPG0tKZiZjJL39IhHvvuObfclW2zsvePS06dsmaL3PfSrBpCToRF2Ko+OT+VjNxgmK8NZv00wYzhsxlIBuFcnJM3suig7DmbJuT62JUCDqzRxR7JoRpzNB3oAOHZ2LVL09occSk9kIrRIJoLBAs+JXnAH0yyaLMHWQEzlYzcYJjNGZ8YwrgzWWDnS+0LKJ3Hyribv+VhSIBAgwJaQ9xTpXFB2Ak3e1cTL2j/KJ3bW70khhegXQI23FslEMFknegbTLBpL7aHRYCofu8EwnTDBjGFSUz6J01PwSkJ3IYKgadct6seU+yOVE7UkBwo+n79vPe09haqlgLG2fhiI8ey1mIwTPVN5dHwqH7vBMJ0wwYxhUlM+iVMudBeuG5rg306xYabcH6mczqxLd95jd0eGmcnYgAq44525GItei6FOfU0WpvLo+FQ+doNhOmGCGcOkpnwSZ3ZdpCR0JyxAB67VcUdSF7PY3wUgiDp9emK0orUrhxQwvyF+SAuF8bqCHguLgYqpr7xP1vURRdXimog1aXpkypnKo+NT+dgNhumEsTMwTGrCfpbaqMX+dIH6uIMAXE/h+gpLBEJ2rd0ujTURGmsi7E8XyLo+Smmyrs+ezhxKw6xktBTIhIylhcJgjIXFQBgcbWxJIwRkXQ9fKTxfkcl7CCFKgdKaLW1j+OqGRxiwdmRc+s4jhKPjS2fVTorR8b5M5WM3GKYTJpiZJiilWberk3v+8hI/WPMS63Z1jrrXjlKa9btTrN50gPW7U+O2/3JvHa01iaiNbUksKYlHbNCwfG6SW951Cre86xSOn5MklXHZ3ZkllXGZ3xCnNmJTH3PIFny6ci7Zgl9afKKWxB3nUkB5rwVQcVzAsAOs8uBodjJKKuvi66D85tgSDaSyLrPrIpPOi6k8YN2XzlcEovvS+UndgD2Vj91gmE6YMtM0YM2WNm58YCOb9neXGmFtKTluTi3XXbh8VEoKA/V2XHHuEurjkVKPyfI5STbu6xp2z8ljmw/w779/ke1tGXyliTmS4+fUceX51cXuBuoFCTIOGk0g5avR2FKg0bx0MINb5g0VtSUzkzEsKca9FBD2WhQ8RUsqS96rPK6mmuiwAqyKqS9Pk/cUtuxVW7Yk5D2fvKsnZVPqRDZgHy5T+dgNhumCCWamOGu2tHH1z9dyoCuPoOgALcD3FRv2prn652u55V2nHNYX6kC9Hc/v7uRDP3yamoiFFBKlFb4GSwikEENuZr3r0a1843cvUvB7MwXdeXh8WxubW7tKx3+ofpbHNh/gM798np68R33cYWaNRXfBZ/P+LjJuEORFbIElBBrIuoo9HRlijs3JC+vHtRTQmIigtGJvqoAqOneLQDqHrKvYm8pSF7OHHGBVnfoqiyGFAK2CSa+aiD0pm1In6+j4UJjKx24wTAdMMDOFUUpz2yNbae8pIADHloH+CiAtjasU7T0Fbntky4h1LgbS0fBcTSbv4ymNRDCz1mZvuoDnaywpmD8jTsSSh2xmfWzzgYpAJjxCDfgKWtN5bnxgI/991TmDHv9jmw/wsf/vOdJZFykEPQWvNOpUXk7xilklIcAS4PoaKX2uOHfJuC48y+ck8XVwPBE7CP6AYkCqKXgaXwfbDYWqU1+UvZ+6d9JrMjelTsbR8aEylY/dYJjqmJ6ZKcyGvWle3NeF1hrb6g1kIGhstaVEa/j7vq4RN7dW09HQaA505dGAYwsKvk9rd5BhiBTNIw92F4g6ctBmVqU0//67Tb2BjCBYfUVlULNpfyB2NxBrtrTxmV8+TzrrFgX1gkDI14G1Qfmzhjo0nh/cHkz52NTHx3dh37ivC0sEvk++AqWD0pjSutcTSgg27usa0v7KG1GjtiBqSzyl0cX9+koTtS2ijjBNqQaDYdphgpkpTHumQMFX/UoKIeFNrj/ykkI1HY1s0ehRCIK+FE0xIyCQQmJJQd7zyRXUoNNCG/am2d7WU/2JywKagq9Yu7Oz6mZh5qgn75Ucrv0qDh3hvoSAiGUxvyHGUY01HN2cQEox7iWX9kwBKYIMVsyxUFrj+UEwE3Ms5s+ID+u4Kqa+ugrUxZ1i5knhegoB1Mcd9qcLpinVYDBMO0yZaRLieYr/eb6FPZ0Z5jckeNOJc3ixtbtfLb6x2L9SLiSn0ehigKF0MdCBUsPscOmro9Gd92hJZfH6ZFkkupQZKu/PAGtA4bD2TKFq4FENrYNJp77vQZg5qovZZAoevq8JD60UbNFbcrGkwFMKx7KIRyyyrodWmsc2H+CxzQcAmNcQ52WLZrByfv2wFvzhKPmG72vEkixuTpArKDwVlIhiEUnOVThSDasU1LcRNR6xyRZ6dWa01lO6KdW4UhsMhoEwwcwk465Ht/Ifj2ylK+uiCBbgz/xSkIhIorZd0VR75pImjpuT5K/bC3i+wpISTyn6Ttx251y+8bu/c+X5y4a9iJWL1tVGFXs7c/hK9dtOafC0xhGioj8DBhYOa0xEiNmS7nzwe98MU/gypID71u7hzj9v66eS6ypNT97HUwpfUVFSos/7IEQxc1MMtLpyil0dGXwFd/15e8W2jhQcPzfZbxpsoAV1uEq+5e/rnLoo8YhFaMEQ6pMsn5scdiloqFNfUw3jSm0wGAbDuGZPIu56dCs3PfgivtIVrtAhs5JR6uNOhRsvwNU/X0trOt937S5hSaiJODTWOP0acYdytbtmSxvX/r/n2duZDfo5BHhh9qO4f68Y30TtoAck5lgsbkqQLfi0dec5emYtv7ziLGxbVjz3+//rSR7f1obfPz4q4chAGK+xJtrPkfjVx8/ih4/vAK0RUuD5A5/OlgjKMWhoSERo6x74PYMg+JmVjJamqQZaUM89ppmf/HUn3XmPuGOVMmVZ16c2ag/Y/Nw7JeZXNbes9rgjMTthXKkNhiOT4azfJpgZI4a76Hie4vRVfyCVcYnYgT5IwavMslgCjp+TRAjBvnSe5XOT3HP5GazZ2sZHfvwM3Xm/Yp/hqLYCYrYk5licMK+Oey4/AylFUdtlE7vaMyitiTvV5e7XbGnj079Yx95Urt9xS4IpKl8pPNVbymmqiZDOeeS94JhmJBxOmFdfdd+DBWNBIGazqDFRYeSntaYllcNXmp6Ch1K6eBwat09AYwmYmYwFonRu4LqN1riDBFAhjhS8YkkjHzlvKTf8+m/9ApZMwaOn4GMVj628hyliSWxLcNKChtJ73peKAKmoTzJQxuFIzE4opbns7ifZ2JKumKaD4Bwo/xxM96DOYDjSMMFMGRMRzIxk0bnv2T18+hdrkTKYQlI6EFQDoLhwAixoiDOjJkLW9cnkPe649HQA/uWHT+ErTVtPAUmQgZAiCIqUDhpLZ9fFUEpzx6Wn88S2Nr750CYKxebQwKzRImILZiQipavdQwUbQNkEkSYRsbCkoCfvBdNCtsXMZJSILQe8kg5F/17c11UKRCwpWNQYJ5V1aayJEnP6+950ZAq0dGZprI2QyngoHYyFK10Z0Mypi1Ibc+jMFIhYktedMJv/XruHrpzHIImc4DiEYEbCZkFjDdvbunE9RcEPgkxZHO8OY0hLEEyVFf9efjESrY87/ODyMwYc2x1qduxIzE6s353iih89TU3UrnoOlH8OzFi0wTC9GM76bXpmRpmRmgfu6cygADt0g9a9jtDlhAq/fZtqPQXxiIXMCGxLVI5pF/dnCUFeKf68+QDf+eNm8q7CsQRSBn0urq8IEikFbl+9lTMWN1bo2JR0S8qCKwjKQDNqIri+5o5LT+Or/7uRbQe6mVkb9IKEV9PVTB0h6PP476vOYf2eFGt3dqIFnLqwgfZMgc/+4vkBHYktEWSd4o5F7QyHA1158p4fvFbZ+x5mCoEezpy6GO8+YxHzZ8T59XN7By0xhWg0WU+x9UA3PXmvIlOmNHhl2/oatK8CqwUhEFbgIZXOuRwMG4OqcCh9koG0fgYyypxOGFdqg8EwFEwwM4oczqIzvyGBhNIVvwhHk8uVzwi8dqB/U61j9TbeVmukFcWRZVvAr9fuoeApHFtgCUmoxBKMNUPB02xt7eZ/nm8p6dg4tsQtZiTCTE4Y0HhKky0oVi6ox5aS1nSO2UXzxHL6jmmXL+BSCk5e2MDJCxtKt63fnRrUkdjXGklwHLVRm5qoVTEVpFEc6CrQXBulK+exP53j23/YTDJmk/d9hpKTVBqyeZ8hVKRK27ueQhcDSiGCDE1Hxh3iHvpTTesnZLD3dDpgXKkNBsNQMDozo8hwFp2+XHTSXJJxp6g1ooJgpqjiGi66loD6uN3PjTecjMm6PhFLFoXiggdprfFUcGWbLfjMro/T1pVHCIFE4BfLWXlPUfADcbWs69PeU+CxLQfIun7vdJIlS1me8rSGpwI/oY+et5TOrNvvSlqjS0aKqtjTMpQr6UM5EmcLPsm4UzzGYDQ8HrFIxhxijuRAl0vBDzIjEVuSKfgc7Mmzra2HnKuGlJkBhhzIAKUMlutrCn7QR6Q1tKSyw9hLJUPJToy3UeZ4YVypDQbDUDDBzChyOIuObUuuOn8plhSBlL3SpabSkKbaKHlf93Pj7RVMs4MpKILsgOv7FHxFmN6pjVq8fsXsUnbFU6pfk3FIzlPcv25voN1SlN0vV/Atf4gt4OOvPYazlzVXXEkDdOc9XmrLsKO9h90dWXa295DOuexqzxzy/RyKI/E/njIPXym2HOimJZWhK1ugvSfPjoMZcq5P1JLURm0OdOVLgdlYMtDuf/TEDh7bfKCqK/ih3Mj7vqflwWG24JP3fRwpaIg7A+5nrB3PR0rf4/I8VfE7YFypDQbDITFlplHkcFPiHz53KUBJZ0YTlH7QYFuQzrnkXJ+jm2v4zOuPq+i9KRdM27AnRWfWLY07Cw0F38e2otRGbaSg2BQ8+OtxfV2qcPUVySvHsgSLmxJAdV2asDEXofH84LnvenQrS5prDtm0OpAj8dz6KN15j588sbM0vp5zFW0E5ZxwbSv4gv3pXEmcbyKW8Kgt6cl7fOz/e46EY/Ub6350c9ugzeJ939O27kKpNwg0QggWzIjzjd/9nW0HevrtB5iUU1B9G+WV1vhaByP0QlYcp3GlNhgMgzGh00yPPvoo3/jGN3jmmWdoaWnhvvvu4x//8R9L92ut+fKXv8ydd95JR0cHr3jFK/iP//gPVqxYMeTnGM9ppt4x0kAIbaRjpKEC8JqtbTy+rY19qVxJxwUGFnSDwHDxX+/fwPa2nopgRQKIYFTbL/r/jAaWgNqYXTF+vGZLG9fdt569nVlUqJmDwCtmm+Y1xOjO+0MeqVVKVzQHSwG3/mlL4A81wNlbvsvQlXqwgGwsKe8xmt8Qoz4eIe/77EvlyBZ8Yo7F3IYYUcsacEKprzu6VXJH1yVxxWTMZlYyVjHpFCYJfaUn1RRU30b5gq/Y05EtaSzNq4/3m4AzrtQGw5HFcNbvCS0z9fT0cPLJJ3PrrbdWvf/rX/86N998M7feeitPPfUUc+bM4XWvex1dXUMz3xtvhlIWGUpK3LYls+uiPLr5AHs6KwMZCIT0NuxNc/XP17JmS1vp9jVb2vj8fevZWaWEE2Z5gr6Yip7ikb9eAYuaEsxMxip6gc5e1syHX7Wk2ADba6QYdyTzZ8RJxpxB+4fKWbOljcvufpKP/vgZbv3TFu5cvZVv/v5FDnb3BjLVXovSvc3U0DsmPRHo4vFooK2nwMGeAvtSObrzPr6GnoJPS2eOjBsENtXMOc9c0sSsZBSrWFZURcuKmBPYRehiKTDqSKQUxByL2XUR2nsKtPcUmJ0MxtvD+wYzAB1r+jbKRx3Jwe6g9Bqxg9d2sCdP1K40KgVYuaCe846dycoFw7OaMBgM05sJLTNdeOGFXHjhhVXv01rzrW99i89//vO87W1vA+Cee+5h9uzZ3HvvvVxxxRVVH5fP58nne8dg0+mRuUWPlIHKIsNJiSulue2RLbR3FyoX7LKxbaWhvafAbY9s4cwlTUBQSkhl3ZL5Y/njtKZCU8UaYabCEhQzTkHDrSVk1fHYhY0J6mI2dXEHpXXgOeTIUrZqKCO11cbc0zmXdNYrlYsOtZyFL3FydIhAwVPsS+f6XUXkXJ89HVnmz4hTG7X7TSht2JvmYHeBoxoTBFmu4sSW1uzsyGAXy5u5gipaI0De1cWmWUHe05Qbg0/kFFTfRvlswSfvBWKGUghsqcl7ipwbvJbpPK1lMBhGh0nbM7N9+3b27dvHBRdcULotGo1y3nnnsWbNmgGDmRtvvJEvf/nL43WYVenrjzPclPiGvWn+vq+r1zCx9J/e3zWgFPx9X1cpu7G1tZtExKYr51dowpQeU7aiazQRS1A4lGpcH2xLIoVAE7g8e0qBT79eoMZEhIgdOGjXOP1Ps0P1Dw005h4K9A3lqAUgi6KBk4Hycfa+RySLYn8HuvLURPubc4bN5VHbKp5HQcDSlXNLujqh51R4n6d61YjLbw8ZC42WoQgA9m2ULx1nMcILz9WBjEqPREsHg8EwOJM2mNm3bx8As2fPrrh99uzZ7NixY8DHXXfddVxzzTWl39PpNAsXLhybgxyEQwmhDUZ7poDr9Y5X96O4mmsqx5xdX5OM2VRd7fvepgOhu9auwf2J+lFcHcNF0hKiqilipZGi7Nc/dCgjxfDqvSHhkHN7tWOCMksQyB0KSwbeSgd7CuT71uomAEuIARuRw/cz53p09rh4SuF6Pltbu2jvLtCZKaDR5D2feKT3Y2vLQHFYFZuBPV/TlXOxhMDzi+Pnuv9kHIy+RstQla/7NsqHr6HX+X1go9Ij0dLBYDAcmkkbzIT01WvRWve7rZxoNEo0Gh3rwxpTGhMRHFsg8gPkIEoZG4FjVQrnyaInUFaVZWfovxshIBlzij5P/T2XqhEaTFpa4fuaiC052FMg6khev2JOxbZh/9D1961nXzpf1UhxsP6h9kyBnoJPKutW+B1FbVnRzNtHU7CCqC2ZkXDozrsIJLkJDmikqFQMLqe85LenM1v6c331fzcGQWPRIDOVdZnfEPQdAcQcScSS9BR8pID9XYFfVd8M0L50jll1MWqjwUf+cJy5qzEc5eu+gW4sIonaFjnXB6kDNWsnKEuWH2cqWyj5Yw1HXdtgMEx/Jq3OzJw5weIYZmhCWltb+2Vrphsr5tVx/JxkqXlVl/5T9jsgZWA8WS6c15n1mJWMlBZ4rXtl/SGY6gmma4JSUVNNhHkNMarFFOU3NdU4LJiRIGJJPD/IGXlKkyn45AqK2/60hcvufrKiITnsH1o+N0km79HanSeT9zh+Ti3/fM7RbN7fzQ/WvMS6XZ39mlB3tWfoznvkXB8pRGkqJ1Pw+5XGqmWWJEEws6M9Q6YQ2DY019hDOuFjtuSoxtgQthwcWZy8sqTAkmLIE2R9EmgoHTQwK4Im353tGQ725FFKk/NUb+Cie0fuy3UNpQjet90dGdJZd9Q1WvqWBA/VaNy3UT7nKppqg4C84GmkgKaaKDlPlY7zinOXcMej24b8HAaD4chi0mZmjj76aObMmcNDDz3EqaeeCkChUGD16tXcdNNNE3x0Y4uUgivPX8bm1rVBGUj3D2ikgMaaCFeev6y0GIWZkO68T2ONQ3uPW7EwRu3gCjgRkcxMRjnYXSCd83Ck4OylTRwzO8mT29sDXRalkcUm0bhj0d5TIOP6NMRtaqIx2noKoDXNtVGitjXgFXLf/qFd7Rl++uRO/u9vNpZ8pmwpOW5ObWnUXCnNg39rCewdAK9oozCcZUoB7Rmv9F7lPUV3fsDCXQU5T7GjfeBsVdF0+5D7CtdVCwZMH1nFktlA+wpzc0FmKphW8nxFW1chsKSQgogTlmk02TIr8OL0NhFbIgVkXcXeVJbmmsioarSMxG6hb6O8qzT1caekM5NxfRxflY4zGXOOWEsHg8FwaCY0mOnu7mbLli2l37dv387atWtpbGxk0aJFfOpTn2LVqlUcc8wxHHPMMaxatYpEIsF73/veCTzq8eHsZc3c8q5TuPGBjfy9paskDAcD68z0XSCSsSBzIoCoY5GMWiybHSwOAzUoV2uuBEq3NcQdvvG7F+nMusypiw/JfyrsH1qzpY3v/nFzSSvFLmmlKDbsTfORHz/DG1bMYcGMBC/sTSOFqHjdA1FejBPFHyl7x7OVZtiNzoPhSMGCxjhaCzIFl/aeAgU/KPPNqo3gKTjQne9t4C5maDzdK0KoAVsGgZyH6jd+3/d1heU0z1fMqY+RdzVXvWYZ9TGHb/zu79TURlFas+NgMJZvSVHqQ/GUZlFjgoKnyBR8PvuG5bz1lHmj1jQ7UjPIao3yy+ck2bivq995uXrTAWM4aTAYBmRCg5mnn36aV7/61aXfw8bdyy67jB/84Ad89rOfJZvNcuWVV5ZE837/+9+TTCYn6pDHlXI36Wd3drAvlWNuXYxTj5rByvnVdTb6LhAN8aC3ojPr9pv8qHYFO1Djcnjb+t0pth0Y/hVyMG7e68Dt2LLk7O3jozSkcx4/f2Z35T4ZPAMiBRXigJpAq0QKief7h1Q5Hgmur4nZFlJKElGLrpyP6we+WA2JCDvaMwghcITGVUWNm2KpCYKM2sHuPKIoJBgGKrI4kVT+WsoJA56Cp0HA0c016KKOkW0J3GLAZkvR+7cRGl08hrqYQ85TNNZGRnX6Z6jK1+3dBVZvOlBxHlY736qdf8Zw0mAwDMaEBjPnn39+P/O4coQQfOlLX+JLX/rS+B3UEPGK3kV7U1nmNyS46KS52PbotyBVc5MeymPGKtU+0qvwDXvTJQduu/hYVTTBHCxpMlgsIqBqsOLrQF9lrLonFMXgsCZKrqAo+Kqk85LKeuQ9RdCRJLCERgiYmYxSE7HRaFIZl9qIjW1LHEsigdbufHHfhz7utq48NRHJ/Wv38JctB+nMuqSybuB6XpQDdorBTMkkVMoxW/APNbl2oCuHEIKvP7gRTzGiCaTDnY4zGAzTm0nbMzOZuevRrfzHI1tJZ1wUQbPpl/93A1edv7TkrzRdGekVcnumUJpK0hrc8N+HcSwDPdbzYXhe18NnT2eOnKuoiUiU0qUMUXtPrpQhKR2hDvRgaiI2nqdI5QJhQy/nIaUgYgksMfRSmAK6CopfPbundFvYKAxBk7BAFZuOdaAS7Aj2pwtjsuAPNrl2oCtHT94nEbGojTkjnkA63Ok4g8EwvTHBzDC569Gt3PTgi0WfIXBksDh3Zlz+7YG/A0yZgOZQ/THVehiWz0mO6Aq5sThKqykGMuP5QseIgz0FDvYE/w7jkIxb/ZV15322HugGgsDDsQSaoPyTVZW9NKOBW3Q5l0JQH3fYny6M6YI/kPK1EIJExGJRY2JI/VUjeQ5jOGkwGEwwMww8T/Efj2zFV7qkuCp0oO3iWBrXDwwQLz/76CGVnMZTybTvc6WyBb63ehsv7uui4Aejy/VxB19pevJ+8JgBXIzPPaaZXe2ZQ14hlz9nQ9zh2Nm1rNmaL/WITIeAZjiUv15fBYJvvtLDntQaKkIIElEbrfW4LPh9+7Xauwt8/cGN1Bb1jPoe20gmkA5XXdtgMExPTDAzDP7n+Ra6soETcdiMGYqd2TLoj+jKevzw8R2898xFxJz+ZZiQ8VQy7ftcSiu6ch5+cbpGqaB00VY0+wuE90RxWypcjDe2dLGrPcMlr1jEo5vb2NrazcGiFszCxgSfvuBYzl7WXPX1xSNWmXrxkU3Yy9LXbiF83w/n/QlLXosa43zxzStoqo2O24Jf3q+1etMBPEVFf5XWuqToLEVQrhzuBNJY9oQZDIapiQlmhsGezgyK6m9auYLrro4e9nZmqYnaNNZEcPo0yw5HLbWckWRyyp+rIeHg+5rdHYXSyLMlBX2LPlpDzgtuc4oOzW3dOebUxamJWHT0FPjf51u44ITZ7E/nAnE7X7HtQDf//vsX+dueFPc8voOevEd93KEh7tCV92hJ5UAHJRZ3FEelpyKa4lRSH7xRKDmFY+/pnEdTbXTCFv6+/VXdeY8DXTnyZUJ/Ugh2VXF5NxgMhuFggplhML8hESjICkHMFri+qjqJ88cXD/Dyoxs5fk4dmYJPXcxmRiJSKr1UM1A8VB/BSDI55c9VG7XZl8qTLXgVx+xXGQeqKIdoXVSQ1exoz5RUZtftTrFud6ricVkX1u5KsXZXcLsloKfg9+63OIZ8pAcyg6F0IKRnMTSNnYH2kXCCAHoidVfKJ5Bqo4q9nTl8rYv6QoGPlBZw15+3saS5xvS8GAyGETNp7QwmIxedNJdk3CnK+WscS5b8kMrZcTDDlT95ji//zwvsau8hlXXZ1ZEhlXX5257UkJVMQ8LsysaWNDVRm1nJKDVRu5TJKbcQKCdUZo3aFns7c4H3zTAqDeHos6dCFdqgh2aoS6wQQU+Ir4Jm1EEstQzlaIqL/sgebgmoTwSTQxOpuxJOINVEJHs6s/hKlV6Tr8CSkvkNcXqMFYHBYDhMTDAzDGxbctX5S7GkoOBpPKUAXdXXCIKegQ/c/RS3/GETrekcB7vzbGrtpuCpQXVa3DKdluH63pQTasJ0ZgoorbEtURKqGwp99zjcYeew9BY2+5qEzNDwi+PrShXF9IbxWEvCgsYEBU+zdFbthOuunL2smQ+fuxQpAkViXwWZvZhjMX9GYJhZLYA3GAyG4WDKTMMkHLv+j0e20pV1g4kmIBmzee/LF7JkVi13PbqdLcUxXKXhf9a18NCG/bz9tAWcvqgRKaCn4FETtZF90hV9dVqG63ujlGb9nhTP7eqkpTOL6/vkXB/bChR3hRiZ/koojT/cKSQR/scEMsNCFJt4HSlIRGy68+6QgkFHSrpyHsmYPWl0VxY2JqiLOSRjdhBUy8ApOwysjRWBwWA4XEwwMwI+fO5SLj/7aP7n+Rb2dGaY35DgtcfPJJ33KHiK046awZ/+3sp//eWloOmVwLzwJ3/dyf+s20td3KEzU8CxBJaUJfn5ajotw1HcXbOljRsf2MiL+7qLWaNeQ0SpFFrKoqDc8LGEwBtDVd2+HOnxjw4cEFjUlOCGN59AYyLCb9fv5ft/3k7Z8BOy6IIeTkS5vmJhY4LPvv64SdODEjYCW1JQ4/T/yjFWBAaD4XAxwcwIsW3JxS+bX3FbXSJCT96jvafAa5fP5txjZ/K/z7fwo8d30Jl1gcB/KJ3zSoqvTTURoraFrzXprNvvinqoiru72jOVJo6WAN3bbOsqgrrFMAiv6YUoM3IUwaTMUJt4dek/Az9H37sdCTNro7RnXHLVHBiPACK2pCZqcbCnwI4DPTQvjnLWkmZ+9cwe6uJOb4bDkSAo2ir4dOU8PvXaYzhzSRPrd6cmhRaLsSIwGAxjjdCDmSNNA9LpNPX19aRSKerqxu/Lsivn0plxcX1FpuDxi6d38/Ond5N1K1MjlhTEHUnclhw1s5aPnLuEfzhhTul+pTSX3f1kcSGI9lsI9qXzHD+nFq3hyZfaUVrjyN4FQxPoegwXKeALb17OH15oZUNLmvqYTWtXAbfoQzSSfQ77GBhrU4LJS7mBpiWhIR5hYWOCXe0ZGmsiVTWMsq5PJu9x5auX8bsN+8ZFw2io9EoE+FWFFodqa2AwGI4chrN+mwbgMSIZc1gwI05zMkpdLMJlZy/mxx86g4tPnR+MphbxlQ6+4GuivP/Mo1gys5Y9ndlg8ojeiZDaqMW+dJ6s66OKTsn70nlqoxZvOHEuL+7vQuvAULA84BGIiucbCpaAGYkIpx/VxEfPX0rcsYJFJ2Yh0LieGrDpuXwfs2ojWKL396g1vOM4UgMZqDTQVAo6egps3p8mnXNpSWVRfbJsYYajqTbCXY9uHfbkW7/nV5r1u1Os3nSA9btThz1pFFoRLJ+bJJP3aO3Ok8l7LJ+bNIGMwWA4bExmZhzQWpPOenRmC/hKs7czy91/eYmH/97ab9tzljXzoXOOZlFTgtqozYyi6F6FzkzRkya82naV5hP3PkdPwSv135TjKzVkE0MBzEpGUcAHX7mYNVsP8sLeFOmcVxyvDqZSwvHhvmucAKKOJGpbRCxJ3vPpyXtjJtl/pBGW5RxLMDMZZUY8UpHhSMZsWlK5Cg0j6M3iLZ+b5J7Lzxi05DRUTaORiDiOp4WHwWCY2gxn/TbBzDiilCadc0llXXyl2by/i+8/tp2nXuqo2E4KeMOJc7jsrMXMqouVVHSBqgvB+t0pLv/Bk3RmXCwp+k1IeUrh+sEIuSD4CcVnw8BEE/TCCGBOfYxMwSdiS1xfMSMRwZGCrrxHKuthWcFjfKWpizs4lqC9p0B3zkMDtVGbiC2pjdoc7MmTLfhoLdD0D34MwyMMZsKUajLuUBOxWDqrlgtOmM23H94MBBYC8YgVWEgQ9NRkCh6ur/n+Zadz8sKGqvsfSJ26o085aDztOAwGw5GJCWbKmEzBTIhSmlQ2CGqU1jy7s4O7Ht3Oi/u7KraL2JK3nTqf95yxkIZEhIZEhPpiUNN3f+//r7/y1+3Ve2ZcTwUeS1LgWCKQk6eylCFFMOods4NFMHQFn1sfr7jCV0qxqTUYOz92di1SSLrzHns6AlE0INDAqY/y0sEMvqJoxCmLQVSg/GoYHWbXRbnz0tPpyrnc8Ou/8dLBXmsAATi2xBKB5o8qKjCfMLeO69+4vF/Q0duflR40s3PFuUu44dd/O2TAYzAYDIeDCWbKmIzBTIhfDGrSWRdfKVZvauM/H9vOns5sxXbJmM17z1jExafOpyZq01QbIRGpHERbs6WNq3++tjTNZBWnmfziAlYfd4jYkpzr05MP+m7Kuy4EQTNyTdSiJmKT93waa6L9Gk2zBZ+XDvYAmsVNtcQikpfaMkUtG1GyO5hVG2VPcSw9LD2FuiIFzzcCeqPIWUtmsPVAD61dA+u0OFZQHlQqyJw1JJx+Qcf63Smu+NHT1ETtARuMe3Ius+vj7O7IHFYpy2AwGA6FaQCeIlhS0FgTTKk0JCK8+vhZ3P2B0/nka49hRqI3A9OV87jj0W1c+p9Pcv+6vezpyLIvlaNQNrZ89rJmbnnXKayYV4clJZ6v8ZTGtiQr5tXxH+99Gbe86xROWtBAfdzBsgSSosKsCEa56+MOJy1o4NKzFiOFrKptU65f4ylFrqDIez6WDNSFRfG+vlNb5SGzPYBmjmFkPL6tY9BABsDzA1uJmCOZ3xCrqhw9FE2jrKfY1Z4Zlh2HwWAwjDVGZ2YSYElBU22U+rhDZ9blH0+dzwUrZvPLZ3bzs6d2kSmaNR7ozvON373Iz5/exYfOOZqzlzZRF4/QWBPBkoKzlzXz31edU1IAFhpOWdTAyvn1pavkM5c0sWFvmoPdeToyLnUJm3TGY0bCoak2yop5dWzYm+ZHj79UVdvGlsFCJ0Rw3JmCh+9rtNUr3BZYPJRdsRPcp3WoJGzSMuNNaCzRXBsl7wU9Lhtb0qzfkyr1zwxF00gS/C2HIuJoMBgM44UpM01CPF/RmXXpynl09hT48V93cP+6vf2E6k6cV8e/nLuEkxY00JBwqI87/a6WR8Jg2jZhz4zSmpgtybqqX1OvJWBmXZT9qbyZYJpEhOW+wPgTFJqjm2v4yltWcM4xM/v93UMxPk8pLCFI5VwWzEjQms4NWorK5D3uuPR0Vi6oH/8XaTAYpg2mZ6aMqRjMhHjFpsruvEdLZ5a717zEH17Y3y9AOHtpE/98ztEcOzvJjJoItdHDT7gNJnLmKxX0+Qxw5kiCrI2m0mwSzHj2ZKBcdVkAEVtwySuO4rzjZrGrPcNdj26lM+tS8DSu75csMSK25Jp/OIY/bzk4qIjjRPXMmLFvg2F6YYKZMqZyMBPiFoOI7rzHltYuvv/n7fx1e3vFNlLABSfM4QNnH8W8+jhPbG+ntSvH/IYEF500F9uWpS/7tp48nT1uRWkp/NIvXxB2tWd48G8tbDvQU9K2WTKzllS2wEttPfQU/Kqj1mEfjmnynVrUF8e8o45kd0cWv6grJAmm0WxL0ljjcMkrFvGTv+6cVGq+ZlTcYJh+mGCmjOkQzIS4vqIjE+i5rNvVyZ1/3sbGlspxbksIpAwaPkM9krqEw5tOnMPOjmyFAJ6UgrqYwwnz6vjoeYEbeN8FYcnMWt5w4hwWNiZoTERQWvPRHz+DJQX70uG0UqAh46teHZnQiqA+5uDpoFHYn96n2pQnYgkWNSbY0Z7BV5rZyRhRR/Z6QEHFePYdj26rKuI4EYHMULRxDAbD1MIEM2VMp2AmpOApOjMFunIuj205yPf/vI1dHdl+24UieWGGJGYL/OLotKDoOykgEbFIOBJPCzxfUR93SMZsXF+XFoSvvuVE2noKPLblAL/bsJ8ZcZuWdL5CcTgUxfN9TV3cJpV1WdAQx7EkHZkCHRnXlJkmOfVxh66sCwKitsWS5gRS9jb7lvfEhM3iE1nWKdfGmV0XJe9qPKWwpSTqCPanC2ZU3GCYophgpozpGMyEhEFNKuvy2+db+NbDmw8ZLEgRZG+qWRFA0LwrpSBqW8xMRqmJWGxv6yHvqZLomqaoJFwUwyufXFJao7RmRiJCW3eeiCWD51LalJ2mIDFb0FgbJWJJLCFQWnOwp8C7z1jE2Uua+pUpyxmrHpby/bZ3F/jG7/6OEIJU1iXv+aWpuahtUR930FofdkPyQK9luvbpTNfXZZhaDGf9NqPZU5iILQO7g4RDfSICVDZ3VkPp8hHq/oiiHULO9dnTkaU2atFTHA23ZdDYm/eKQY0G11NE7EBxOCw1RW1Jvqgzk/MUETswu1TF0pdh6pDzNHs7c0hBqREY4Pt/3sbdf9leUaYsL+WMVQ9L3/36SpHOeWgd9PdYUiBkcKw51yfv+iSi9mGNig/0Ws49pplHN7dNuz4d039kmIoY9bJpQNS22LA3VcqaHA5B02cgoqe0pj3jlt0bODtF7N7TRhH08nhK4RZF/GxLkPcVcUfiSFEsZwnsYbpmGyYPfY1CAzXhQMH6+d2dFY7cYQ/L4Tp396XafhPRwHrD1yBFEIgLgv8Pz+Gc65e8zUbjOWuiNs/v7uSmB19k3a7OUX2NE81Y/e0MhrHGBDNTBKU063enWL3pAOt3p0rKrUppfvzEDh78W8uoPI8OLRCqZHA8pcl7QdBSEZcUF7agodhmdl0MRwoaa6LMnxHDsWTgDaR7R7QNUxutKQWn2YJPa1eeL/3PC+RyHrev3kp33mNOXYyYYyGlCPy66qJVlYeHglK66n6jVq/WjesrKnJ/uvdYR8KAz+nIkqJymIkcjdc40Qz0eqf66zIcGZgy0xRgsDT36k1t/HXbQdxR/IIJxPkG3p8maCoOS1pvPXkerzpmFi2pLL9/YT872zN0F3wybq60koRlKfM1OD3QumiRUPyDFnyfTfu7OHXVH3CkYHYf3yYI7A7q4zYbW9L86PEdvOyoGQPKAvTt09iwN83W1u5+Ngq+Dtzgw8yRXzRIDTWOLCmIRyw6sy7DZaDnzBUUBV9hF9WSc64quZP3tXSYSsKBA71emNqvy3BkYIKZSc5AY6fP7+7k8a0HsaUY1UBmOITPOqcuzuy6KN9+eBPdeY+aiEVnJlhYDNOLMIANA9q+ZAs+WSDuuP0UgrvzHq3pHFnX5+Y/bKImYpV6MaC/LEB5n8ZAvlG2lFhSILXGU8WgRgel0rgjqYs7oAOrhuEy0HN6SqE1WBJ8FfqV9b7WqWrpMBRvrqn4ugxHBiaYmcT0TfuGV0vRMiPJ8pSvECNPqR8Oj7zYyvN7UqXjBNibyk3MwRjGjEOVCAPndfBU4CM2M9mrENyd99jTkcVXCimgqegntrGli6t/vhYIgt/ygD3s01h18coBfaNiEUnUtsgWPGwJc+pi2JYIRrNtwf6uYDR7xbzhTzIO9Jy2lEHPUHFqypaVi3/eV0GZdQQB1EQyFG+uqfi6DEcGpmdmklCtJ2agtG8275P3/CC9XrztUAuNYwmcMWrA/fv+LtbvSZWOM+eqIR2TYeogiv8ZLDwVxbF/QbDQdxSv4LXWHOjK4evgvIg5NomoRcyxmJ2M0N5ToL2nwOy66IB9GsvnJFk6qzbQKioLkgWC5tpIIBcggn6WmogNAvZ3FaiNWnz0vKUjGiteMa+u6nPGIoGjvFfMYoSCguFr7cy4LJ1VO6IAaiIZ6PXC1H5dhiMDk5mZBAzUE3P20uZ+ad/uvEdLKounKvehS/+pjhRUGFWOVhbHsQSur+nJezgNQVbGUwpBoEETNGUaJpLlc2rZ0tpzWOXIQ51fgiBDIaXA1j6ugo6MSzxio5QOAlwNlpRBxqYY6uY9XTwPNXlXEy+76C/v09i4r4uPnreU6+9bz750vsJGoTvvMysZZWYyysHuAumchyMFy+cmD2ucWEox4HPaVjAGbklJzlP9LB1GGkBNJIO93qn8ugxHBiaYmWAG6onZ2NLFltZulFaltG95qn64uH6lSJ5jidLk0kjXOFH8sUQw+dSV82hIBOUDCBSBTSAz8bx0MDOmvVVS9PauACAEEs2CGQm6c27Rw0sTdyxm1cUqjFC94rmsdf/eE6js0zjv2JmsunhlKfBPFW0UwqDlzCVNoy70dvay5qrPedKChgqdmb7HMlX1WAZ6vVP9dRmmP0YBeAIpl2Kf02f6I3AgzgUTGUIwpy7KjvYMWVdhy/7ByUQStQQKSDgWM2oC5d+evG8CmWlGzJbMrYvS2p0nW1AowLHAErJ07iqtKHia+oTDk9e+lhdbu3lmZwf/8cct1Cds4k7l9VO24PPSwR5As7iptjQVVLq/zD4hnKCZCHVaowA8PV6XYWphFICnCIcehYzQ0VMgYkv2dObIuYqg4nQond/hYR2mw7WnoSYisSzJzvZMRSOoYeoTnm2e0kgpmVETRek8eU/h+YClkUVfLs8PxqGvOn8pkYjFygX1rJhXx8Mb97OxpYtYnVVSi84VFAXPC55DCKJO5Wcg7NMYaQPvcDiUo7yUouo48kC3jzVjHWxM1OsyGEaKCWbGmfIvoZcO9PTridFosnmfjOujdSDKdemZi/jt+n280JJG+yAlxZ6Dww9oQrVf3xvZvixC1WBJzO6jpGdyM5OG8r9G+Fcayl+n/C+qtGZXR7bktRVzZNFSQOMXd1gTs3nzyjmcuaS5NGm3YW+as5c2s6W1m33pHFHbojNTIO/6pSDakoLdHVlmJmOD9mmMhdR+uM/BHOUnU3nF2A0YDP0xZaZxpO+XkCboM2mujdJYEyk19+bdyqbZpTNr+MDZi/nOw1twrOAqsSWVC4IIhh4ySHqnn8qxRHBlrAYwnzRMD8JzRQporongKU1Bac5d1sTvNuzvl50TZQ+qdlpEbUnEgqhjs2JuHS3pPF05F6+4wDbWRMi6Pp0ZF1UUt8t7ikzBr2g+D5vRhYDaqE3UsXBk/wV6oP6y0Nl91cUrh72Yh/ts7ymQdf3icQblIyEENVGLGYnIiPY9FozFe2AwTFZMmWkSUu1LKO/5pLJuMJ3kKw72FPCqRBPb23q49U9bmFMfpSWVpyaUOB2AagFO6JZdTYrcsSVz6+P05D1au/KH90INk5bwL680tHYXCCuWT+/owLElvqv6bS8GCGSECDJyOQVKe/z1pXZqo3bp3N6XzvG3vWkgCKKlBMeyyHs+SgfnI4BdNDZVaAqeJuf5fOS8JbzqmFn91IGraS7FpMWcOsm+dJ7bV2/lzCVNQy63hPvsyrmlRnhHFk1TpQ60nHxNd94b9r7HgrF4DwyG6YLRmRkHBvI8iUds5jfEAdjfle8XyAggYkkE0N5TQBd7U1I5j3CJqbbQVLstHJst/4qzZOCEPb8+Tm3UDtyvR+H1GqYGimJg01UoaQP1pWogQzB2Hxo5Zl1FwVPUxxxijkXG9SpVYkVgAlnwVSnzFwQOwWizEAJLSCKWwPM1v3+htV8PyHCk9odKuM9ExA7sCaQo7Vsgig7xgczA31sCLSUY2CdtrBmL98BgmC6YzMw4MNiXUDLm0FQT4UB375e/IOxlkYEImZD4SrE/neeT/3AMD/5tH0+91I5f7LCVBNtCMN5a/t0argdSAmV+SuFXdsyxiEcttNZkCz71cYfuvFc1Q2QwyLLzEoJGUdcPSki+Dkqn+1L5oGxEryeXEAKLYm9NSJ/PgpQCoTS72jP9/H/GQmo/3KdjyVKZK8TXGq8YfB3sLoCAz9+3nreeMq80jj3e/SrGbsBgGBiTmRkHDvUlFI6jShFcrUZsScTuXTDCnoKCr1jYmOCHHzyDL7z5BBoSTm8mRRQdc4qLSG3UorHGoTZqIYXA9RR+uMLQG9A01UbIuYp96TzJmM1Vr15KY40zhu+GYbITSPSL4lSaIGYHWQrHEhXnZV9sKUsmjOWUBzQVt/eJl8OAQun+C3K51H41RiK1H+5TFb2cwsPxtcb1ei8KpBWUwra39XDTgy/y/O5OaqI2s5JRaqJ2yXZhzZa2IT/3SBiL98BgmC6YYGYcONSXkNbBH0IQNPdKISgvCIVf8hFL0piIIKXgfWcexW3vfRknzq/Dtnq9mhxbcuL8Ou689HRufc/LOHnhDOrjTkkTw5KCuphFQ8KhPu6QKQQ6HsvnJll18Uo+fO5SPvHaYxkj5wPDJEfQe75ZMggsLCGwhcBXGt0nYxfODziWJBaRgfBdb8xc2qcQxZ/y28t+0QRTUY5lEXesfgvyWEjth/vMFPzAnkBplFZ4ZarVorj/aHFSz1dBH03UkVVtF8ay5GTsBgyGgZnUZSbP8/jSl77ET37yE/bt28fcuXP5wAc+wA033ICUUycOC7+ENrZ0MadO0lccL+v6JOM2mbyPp1SpCRGCL3nPV0gpmD8jRltPnvW7U6yYV8fZy5r576vOYf2eFM/t6kRoOGVRAyvn15f6DUJV1IPdeToyLg01Ds01UZbPSbJxX1dVnYqFjQkaayKksi6FwxGgMUw5wr92ufVF1gtcojWQ9zWOVlgyaNr1VJBRjDkSdLE3q5jlCNf1MIgJ+lB69YeUUohiiSeczIvYorQg99VSueLcJdzw67+NmtR+uXx/UCpTeH3EKIPGeUl9IsKBrjx28aIkV1CljGrffpWx0mcxdgMGw8BM6mDmpptu4nvf+x733HMPK1as4Omnn+byyy+nvr6eT37ykxN9eEPm0F9CNpe8YhHff2w7B7ryuL7CKk4shVMWFrCrPcNnf/F8vzr9yQsbOHlhw4DPPdCX60C3B5kkycxkrHQ8JqQ5ctHF6SNVDGhcpYOSJUEQ8/ZT5/OXrQeL53bQSJ4p9HbHhGUpXyt8FZawNL4G5SmECCadIrZgRiLCR89byhPbDlbVUrnkFYtG1UKgXL7/hb0pOrMe6CCwklIQd4LPgdaBh5QlwVf9rRfGq1/F2A0YDNWZ1Dozb37zm5k9ezb/+Z//Wbrt7W9/O4lEgh/96EdD2sek1ZkpfgmVByVrtrRx4wMbeXFfd8mzxir2LsQci9l1sXHRlei1WejC9306st6o7t8wtbCkIGIVTRULHr4Oblsxr47PvP44zjlmZsW53VPw6c4H54wMg5bit4wt4f1nLeb842Zy80Ob2dWeKfk2hZ8FYFAtlf/7jydSH4+MqvptmAV6akc73/nDZuIRSU3EIeYEWdJswWdHe09p+6MaayqsF6rZLowlxm7AcCQwnPV7Ugcz//Zv/8b3vvc9fv/733Pssceybt06LrjgAr71rW/xnve8p+pj8vk8+XyvVko6nWbhwoWTIpiBQ38JKaVLZSOtNf/93F52dfQwtz5exbspz/K5Se65/Ix+X2TD+bKrtu0T2w5y9c/Xsj9tdGeOdJxiA9WixgQCQabg4fqa7192ekVGsPw82tWe4ft/3sqOg9l+Wb26mM3JCxu44twl/YIS4BB+ZQOf89WOY7gLfXkgP6cu2lvu1ZrtbT1kCj6JiMXRM2tKfW1DPS6DwTA8po1o3uc+9zlSqRTHH388lmXh+z5f+9rXBgxkAG688Ua+/OUvj+NRDo9DeZ5IKUplo/W7U9z16DYaa6KH1JUo3+dw5M4H2vaKc5dQG7XZjwlmphPhWSSH4cflq0AV11eaZMwmaktau/N0Zt2K7WQxW7Nhb5oH1u9lV3v/QAYgnfN4dkc7N/w6w6qLV3LesTNL963fnRqylkq1z9HhSv0PVhK2pMSSCtsS5Fxl+lUMhknEpO6i/dnPfsaPf/xj7r33Xp599lnuuece/v3f/5177rlnwMdcd911pFKp0s+uXbvG8YhHl6HoSrh96vSh0vDGlvQhx0cH2/Yzv3yefancmL9Gw9gjBURsWVL8DaeLhkpviSg4DwcaAV6zpY3L7n6Sf/nhU/zsqd0VwVLf58y6iq6c228CaCTnfPnzD/XcH4ywL2X53CSZvEdrd55M3uPkhfV87g3HcdKChorbw0lA069iMEwckzoz85nPfIZrr72Wd7/73QCsXLmSHTt2cOONN3LZZZdVfUw0GiUajY7nYY4Z5SPdMWn1u7/vojIcuXNg0G13tmcHVIU1TC2UBs/rbeJWgBrmn1ZKcJVC5zWdWZcT5tVVjACX23VYQgzYMB5qJqni5NOW/V3899q9NNZGaExEaIg7wzrnS69xlKX+z17WXJoE7Fuu+udzlph+FYNhkjGpg5lMJtNvBNuyLNRwv4mnKIca6e7MuCyfmywtKkOVO1+/J8W2Az1s2JOiJtr/FBBCUBe36c67/e4zTE1Kn5gRdsh5fqDMq3XQQ7NsVm2pN6WtJ8+3/7C5FEgcqOLvFfo8lQvN5DyfTMHn//7mBaQIRPmWzKylqTZCSyo/pHM+PIZndnbw95auQEhyBOWpagxUEj5UqdhgMIw/kzqYueiii/ja177GokWLWLFiBc899xw333wzH/zgByf60MaF4epKDCVFf6Dg8/n71tOSytGRdenKeXRkCsxMxqgtC2zqojb7i/O4xtnAUH4OFHzND9a8xM+f3kXMtvCVpivnErEtego+zgDnX1+6sl4Q5AhIxmykgL/v68KSwQj0oc75igmqvE9X3iVT8JhVV3kug5H6NximO5M6mPnud7/LF77wBa688kpaW1uZN28eV1xxBV/84hcn+tDGjeHoShyqLNWZdenOe+zuyJCMOaSygAj6F/Z0ZJk/I15aBApKUxez8ZQmZUazDX3QGnryPrmCT1NtFISg4Pns6cgyryGKNUCDcfnspCJI1HRmXFJZl6gtaa4N1HTn1kepjztsO9BT9Zzv60Ifcyx6Ch451+93LoOR+jcYpjuTejR7NJhMOjOHw1DGTfuOlSIgV1B4SiEF7OrIAnDsrFqEFLzUliHn+iVV1rgjWdxUA1AaNT1rSRPffGgTSmkjnGfohwSijoWnAvE7pQJNpNqoxb4hjPXbVmCVoAFPBdYJzckIaLj9fachheh3zvee573j21prXjrYQ9b1QUM8YrO4ORglN6PTBsPUZNqMZht6GUqdvrwstasjQ8HTuL5farjUQHONU+pDmpmMsqcjWxy9hbyr6My65FxVSucnYw4/evwlfKVp6y5wZHQrGYaKkOD6Po5lUfAVloC85zOnLsacOkFrV65fmVISZGUcKUoTUgJwZKAunMq4xCMWnVm3Ymw7pFpvmBCCmclYcD5rRc71yOR9pBRmdNpgOAIwwcwUZLAszdnLmrnkFYv45kObKHgKIUTgLyOD8lM655HMe9RGbWqjNvNnxDnQlSfneigNmbzHivn1pXS+Uppls5Os25UymRlDP4qhBHVxm44eF18HRpMF36c2ZuP6QUPu+cfNYtGMBLVRi+/8aQvdObdfYCGEwJaQ9wLfo/IpvfV7Ujy3o4OWdI6uvEs652JbAq0pqfSG53NrOkfW9TnYU6AmYhmpf4PhCMAEM1OMQ4mCKaV5dHMbNRGL+fVxfK2xpURrzY72HnylOdCVoyZSU1oAaqIWqYxLpuBzw5tO4K2nzCstNGG25//8Yh3pnJluMvRHCEhGHRIRm32pHAXPpyvnEXc0J8yrrwgkVm86gCMlUdsi7ymERYVDPAS+T3PqYiyfk+THT+zg+3/exu72DF6faLo7n8Uq808KA3RZHyOVdbnq/GU0JCLMSDgkYw5KaZOZMRimKSaYmUL0bXoMPWtCUbBVF68kGQtGUBtrosSc3iZgjSbm2GQLHnlPkXN7XX/RQRPwCfPqKgKZkLOXNfONd5zEP9/zNHnPFJoMvQSZEYtYJHDNTkQsjpuT5FOvPYam2mi/3q6wSb2h6ELt+RpL9urPeH6gNvzyoxu5+Pa/sGFvetBpOl9psoXept+aiEUq6zG3PsbDf29l24GRKQEPFeORZDBMDkwwM0UYqijYP7/y6Krj2QLBzGSU3e0+ntL0FDyidvWR1/Iv6LqYzbYDPbSksrxyWRN//PuBiXj5hklMImLRmXHJFnySMZvPvv64kuDcn7e0VSzy5dpJ8xpitHUXyHs+WgEEmZPm2ii/eb6Fgz2FIckC+BrQin2pHHFHQrHZfVd7hubaKFHb6hf0j0ZAc7jWCQaDYfQwwcwUYaiCeB0Zd8Dx7Nqozay6GG3deVxf0dqdrzryWhoDz7hkXJ9Q62wsembCZlDD1MTXcKA7jwSScYdLXrEICMwiB1rkP3reUq67bz2dWZe6mA3CBg3pnIvrK9q68njDnJ7TCnLKBzSur4vlVYGXzpVKUCNRAh6IoWRJTUBjMIwfJpiZIgxFEC+lNA01zqCqwXlP8fLFjXzm9cfRmXUrrprLv6DRmh7X733sKL4WKYJJFtcI8k0LGmI2NVGbnKf4/mPbgaD8M9AiD4FzdktnjnTRrNKSQeeMY0nySpXkAoaCKPpNqWK5NETTX0NpJErAfRlt6wSDwXD4mGBmijBUn6bmmughVYOvPH8pJy9sqHi8UprbHtlCR0+BmCNp7R6bZl8B2CaQmVZ0ZD0KvqK5NsreojnpsbNrkSIIvMsX+Rsf2Eg669JT8FnUGC8GIF7QP6NgRsIm7xWQYui5QK0hDLvLxfp8X2NbAl/3Nr0PRwl4oH6YoWZJDydgMhimApOpZ8wEM1OE4fg0SSmGrBoccu+TO/nrtvZA8XcQs+zRKDcVqknDGsaV0S4bZl3Fns4cWmuEgLyrifcR2405gr+3dBG1JbOSUVyl8X2N1kFAIkVQahIiOMCim8awXpNtSVQxpaMJMkS2JUpN7xSzgodSAh6sH8ZVekhZUmOdYJjOTLaeMRPMTBGG69M0mOtvX9ZsaePff/8i7jikSkwYMzkY7b+DIAgcNGABnlJoJLmCCnRhitkbX2ncgk/3wUzVfeQ9VWrYHer1XRiY2ZYISk7FIEhQtE8oBkuur+gp+BVGldU4VD/Mh161ZEhZ0vbuAqs3HZjwK1aDYbSZjD1jJpiZAoSpvLyvuHDlXB59sZX96RxuUf59UVMNn77g2H4nT7lq8EDpQKU0q367kc7M0MpKJhgxVKM82aY0FHzF9gOBvcBQY2QNJRE811f9dGUGwpZBKSlI6AhsS+J6qnSuKh20sKeyLg0JZ1Al4KH0wzz4t30smVnD3/d1V82SHujKIYTg6w9uxFNM+BWrwTCaTNaeMRPMTHLCVN4Le1Okcx5K6V4JdyDqSFrTOe54dBtSiKpfloOlA7e19fBCS3qcX5VhOqOBfZ25EU+p5Vwf2xJ4VaKgsPRkieB5lA6CFa2D8qWjFbYlwQ4CIq3BLwYUJ86v48rzlw0aUAylH2bbgW6ufPUydnds65clPdCVoyfvk4hY1MacSXHFajCMJpO1Z8wEM5OYMJXX3lMoXuEG/Qjhl7wUFC0LGPDLcrB04HX/7/miSV+w7ViNXxuOPA5n3D7vBud0eTNvaEgphMDzFW7RTwyCc9aSQfATlEoVMpCbwZKCppoIH3/tMbz3jEWHvFIc6tTgwsZE1b40IQSJiMWixsSwrlgnUyOlwTAYQ/2MjHfPmAlmJilhKq8r5+IXJ39sKXDL8vlag681qazLUY0J9ncVKr4sD5UO3N2RpafgIcsWDRPQGCYSRwq8YqZFirCpt9eQUutAQwaCYEcQ9MkA2MVxbldpUEEgs3xukusuXD7kbMhQpwYbExFWLqiv6Etr68qz6rcvkIja5FxV8oyCwa9YJ1sjpcEwGMP5jIwn1UMrw4QTpvISEZuCr7Bl0BGgi42N4TWbFMGkRt7TFV+W5fsYKB0Yj1h4xfFVKPYshPf3OR5LQMQSWOZi0TAA5eclwHASC2EWZXZdlPqYTV3Mobk2im2J4ph2QFhaCh4kkBJm1QXWHUIE56cUsLS5hi+/ZQX3ffSVJGMOqzcdYP3uFOoQDTzh1GBHxkXrym3DqcGls2pLDcRhX5ojBf/1l+10ZFxau/LsaO/hpYM9gWZTkaglcftcsYaZ040taWqiNrOSUWqidinTumZL29DfRINhHBjuZ2S8MJmZSUqYynMsGQQwxV6BUI0XUTapQTA9UhOxK9J7pX1IQbbg4/o+fvGK1bEkMTuIZVWVmkD5KSqAhoRDthCUukzqxtCXMIPiK10qW+phnCdCQMyWZF3FifPrAcHGljQRS5LzFI4MAnBV3Gk4qRRzLBprIjTWRMgVFAU/MLn8wptPIGJLLr/nqWFlPIY7NQi9AUlnxkUWgykhRD/Bvr5XrJO1kdJgGIyRfEbG5bjG9dkMQyZM5YV9MppepVMAdG9QIwTYUvb7smxMRFBa8dLBDNsPdrOjPcvuziw72zNsP9gT6IIQ9ODYhzjvDva4ZFwFQuCY9IyhD0IEi3N5HX1YdgQ6yDImYzZXnr+MK89fSjJmY0mJFOAqhacUvt8bzEgR+I2J4v/iEYuIbRF3LHZ3Zkec8Th7WTOrLl7J8rlJMnmP1u48mbzH8rnJfj1p5QHJ/BkxYo4djIUX9WxCwT6lVL8r1uE0UhoMk4nhfEbGC5OZmaSEqbwX9vZendqyN0MDoYS7Ju5YRG3B/q5ChYZGKlugp+AHYmFlhGJifnG50TDgGKzdR1be9zWOLXEsKvp3DEc2oa6LQGGLgc+ngRACls6q5bOvP670RRg22JZP8kkJFkFUP68h8FwKCVPcx89J8uDfWg4r4zFUnabygEQKycxklD0d2aIbuMCSkCsKCvYdC5+sjZQGw1AYjpbZeGCCmUlKeSrP9TVSKLziBEcpmBFgCUFd3GF/V6Gf8/Udj24jYgnyblkvTLHDt+9aE55+5bdLAQ2JCG3dhdI2mkB8TIqhnbBhL0S1MVvD9EIDWa9/v9VgSBGMTTuWxadee0wpkFFKk4w5/PMrj6Yj41KXsElnPGYkHHZ3Zrnrz9vozvvYluyX4n7DiXO47U9bDnt0tFynaSD6BiS1UZv5M+Ic6MqT93xUUUhwwYw417+xshF5sjZSGgxDZSifkfHCBDOTmDCV1/fq1JZFpdNiah1NP6uC8IqxPh6hp5ArNT6WNxCXhxeOHaTqldaljEuY+rfKehXC251iM/BQrAnqYjbtQxTlM0x9hhO2OpbE8xWe8tndmQWGNt2zpLlmQLuO8bQb6BuQaAIhy+baCJ7SqOKxfO3ilf380IZjUWIwGAbHBDOTnPJUXltPns4elxkJhxk1wdVaX+frkPIGYgFE7LJpKEFF0AKAFkgZas70lp/QBKl9EQQ7wWgszKiJcKArf8jjF0AqawIZQ3V8pUrdvP/52DZe3N/FQxv24fqKxppoSRfphb1p/s8v1vH+s47inGUzOXNJ04Ap7vW7U+OW8SgPSGqjirbuAnnPL32OhBAcPyfJyvn9r14nayOlwTAVMcHMFGAkqby+DcRQHHEtfi/2HVENLwr7Vo9ijiDqBlMmjgw2kMVgJ8zWBKUCWdS9USjVe3WuCLrMJWBZwvTZTBHGS2+ovB9re1uG7W07gMDSoC6uiTkCz9XkXJ+OTIGbH9rEjx7fMehU0nhmPMKA5Oqfr2Vne6ZUVhUSfD/4jLR25Xli28GKElp5EPZ///FE7nh025BNYQ0GQ39MMDNNqdZAHI63anQ/hVatdVFnpncJkwIits3MpMWejixuMUqJORaW7F3sLNkbKFlYeEJVBC2qKIDmq0CrxrhmT34m+i+UcxW72jM010Zp7yng66ChVhf/fzB7gPHOeJy5pIlZyeA4obcZOh6xaK6N0p33Sw3HT2w7WLWEdsW5S6iPRyZFI+VkwagiG4aD0H1Vb6YZ6XSa+vp6UqkUdXVHVu251w7BJet6KK2RQpT8nTSBsnDUkvhF1VUhguAk7ypsS3BUU4KoZdGRLXCgK4/SQZNjwgmyNV3F7mLHlgiCUdRC2eV2zA6yMToQZTUKw4ZhEa5dESvwJ/B8zYKibsu+dJ7lc5Pcc/kZA7rBlwKHYsZjsIxOuHiWl3ObaqOHXETX705xxY+eJhGxAIGnFLaUJQXgrOuTyXtc+eplfP/P2/pZi3QUA6zBRlqPtIXdqCIbYHjrtwlmpjnVjCqlFNTFHOY1xGjtyuP5mnjEwhJBMJItBEZ/s5JRDnYXSgvBkpk1vOHEuSxsTNCYiJDKFvg/v1jHga58Kb3u+r25HVsKFsyI09adD7yllAlkDMPHKdoZKK1RWnNUYw3xiFUKEu649PQBy7BDDQIG+5ycMK9u0EV09aYDfPrn60jGbJTWQSATCYL78Bhau/LMrouyL52rGBeHICs6WGB2pC3sA/nJDSXoM0wvhrN+mzLTNGegBuLwirM87Z1XQWNk+OU9FA2BW951Cjc+sJFN+7sDl+Li7TFHMrc+uIIWQrCrPVMqYZUbCBoMh0QH5U9faWKORSwSTCkNZSqpb7+ZUpr1u1MV5/QT2w72M3QN5Q1SWZfnd3cO6ni9qz1DOufSkclD0SsqalvMTEZLyr8A+9K5YY+LD2YUOx1duI0qsmGkmGDmCGCwBuJDCR8dqvH47GXN/PdV57B+T4pfPLObXz+7h5nJCDXFIAagJmJhW+VaM4GYGIBW/ft3DIZyNBrPr1T8Bcj7PmjY3tYzaNYlzM48tqWN323YR2s6V8pwLJlZQyrrVhi6OjIoD2mp8fzgpzvvVV1E12xp465Ht6KKZVrbAhDkXJ89HVnmNcTozvvMrouyP5Ub1rh4tYVdo9Ee1EQknVmX2x6ZXgv7cFSRJ4u+iWFyYIIZw2ELH0kpOHlhA1II/rhxP7ZVXAyKJavOrEvBUyUX5Fl10WJ/AWQKPge6chVTLYapg2OB5w9ePuyrIj1cfAWJiGRWXa/ib1fOZU9nFoHg1oc3E7Fl1dJLefmoo6h1FLUtZtUFY99/25OmK+/RmIhQ8L2ihlPR6boYdBd8RaMT6beIhsFGT8FnfkOcvZ25wBpEgiXB8xV7OrPMb4jznjMWcduftgxrXLzvwt6d90pifOHo91MvtXPvkzt535lHjfwNnkQYVWTDSDHeTIZRo9xNtSvnsuVAN1vbejjYU0DpYMrD13Cwu8DeokfUga68CWSmMO4hAhkYeSAjgPOOaWZOfSzo6SqWftp7Cuxsz+ArzcxkhNl1saq+S49tPsD/+cU61u7soDvvFz3MBK6vaCkGHvVxB6U16ZxbChCU1sUsTdEXrdgY39fxujzYqI3aNCcDOQRfKTw/aLIXCD70qiW894xFw3YaLl/Yu/Meezqy5FwfKUTJTbzgK7778OZp465dLkJYDaOKbBgIE8wYRpXXr5iDpwJzy76eUCEFX5EN75se2XHDKGMJaKxx+PTrj+eb7zyZ5XPrAkO7rjxt3XksKVjUmKCxJoqUgqgtqY/ZtPe4fP13L/LIi/v52P/3HPvTOXryPnkv0D+iGAgorTnQlce2AoVrz1dorSl4wTRewVcUPEXeC/rAtKbfIhoGGwVP8dLBniAw9wNfe8eWzKyNUhe3WdiYKI2L10Yt9qXDhnhN1vXZl85XHRcPF/a87xcnCXUpiBEEGSRbCvKe4vbVW/tpR01Fyi+Ihhr0GQxgykyGUaJ84qI75w3pMWGPgsHQF1/D3Pp4qQ8m7Ot6dkcH3/3TZhriDvFI8PUVlF9yQcCi4fndnXz4h8/g+cHiD6CKU3aup3BsGcgPFOtjUVvSU/Arnr/kYabBL2ZuTlrQULGIhq70e1NB5jG0GQn8yzRtPXnqYnYpACq3JxmKQF64sK/fkyLnekgRKHQHYpUaT2kSEYum2v4lsKmKUUU2jJRhBzMf+MAH+OAHP8i55547FsdjmIKUT1zEHavfFdVAmEDGMBib9nfxoyde4tIzFyOlYMW8Op7Z2YHrBUGw1pqeQtBo6+vAs0wKTd4LghegaMchEISikEEvS8SWaAWeDiw/oDKY6XsK5z3FFecuqVhEl89J4utA+yZii5L5qgBsGWR5fB1sFzIcp+FydeFORfE19B6YAGqjDjHbIp3zpk0fyXCDPoMBRhDMdHV1ccEFF7Bw4UIuv/xyLrvsMubPnz8Wx2aYAvSduOjOexhpvCOHsKdkLCj4mn+9/wV+sOYl3nvGIh7d3MbfW7royrv0FDyidiD26OtgsROid2IuHP/3lCYiKo9Ta0o9MTsPZgY9U2VxzDoRkdTHK/s0Nu7rwhICSwp8BcjeHhtfBbpLlhBs3NdVkTEZTsP92cuaeePKudz9l5cqjlMUj629p4CU/UtgU53hBH0GA4ygZ+ZXv/oVe/bs4WMf+xi/+MUvWLx4MRdeeCG//OUvcV1jKDhdCfU5Vm86wPrdqVJ9vu/EhS0lJpA5chgPyc3tbRn+7YG/8/zuTuoTdin7l3N9cq4isAwrKlorjYCSwWqYjbGlLLVnhWUgpQc+U0M/sWAcPIKUsl/moz1TQArB/BlxYo6F0sEYt9KBHs78GXGkFIeVMVFKs3l/N44lkARKyFFbEnUkjiXxteJAV54lM2umXR9JGPSdd+xMVi6oN4GMYVBG1DPT1NTEJz/5ST75yU/y3HPP8V//9V9ceuml1NbW8r73vY8rr7ySY445ZrSP1TBBDKZA6ipdMUoZc0xP+VRDwqTX+vF14NekNcxMRoteYUEoEvy/jyZwfqcYpNhFY9OKcek+L3SgHKIiOJc9X3Ogq8CMhNMv8xE26EYsyeLmBLmC6rUyiEhyrsKR6rAyJhv2ptl2oJtZyVipCdgqlrNCV3sFvOHEuWaxNxzRHNbK09LSwu9//3t+//vfY1kWb3zjG9mwYQMnnHACt9xyy2gdo2ECCfthNrakqYnazEpGK8Zgd7VnKkYpgwkm86U6lZjsgUxI3lPsOJhhXzpXHHvuxVVB8DK/PoYtBQUvmE6SpXFs3S+QCdzeBz5XfRU8Pu/5zKqL9ct8lE/eoANjyWTMIR6xQDMqkzfhxFRD3BkwA1QbDSamDIYjmWFnZlzX5f777+fuu+/m97//PSeddBJXX301l1xyCclk0Oj205/+lI9+9KNcffXVo37AhrGl3MumIe5w2yODS4s/+LcWlsys5e/7uphTJ/GUqmhSNBhGE6U0uWJGxpa9PTKSYFJpZ3u2FJyFwYuvdGk6yZKQiNiB/5IevAldhfbXBJIDfTMf4zF5U667Uhu1qYlaFRkghCaT96dVv4zBMBKGHczMnTsXpRTvec97ePLJJznllFP6bfP617+ehoaGUTg8w3jSt5yk0XTlPJprowNKi2870MOVr17Gro4MuzuyeEoNeUopbGIE49VkGBrlyRWlg5Kn6xctMQY4h/xiTFITtaiLOxWu7n7xZK1ebgpKSImI5JwBJmjGevImzP5sbAkuFoQQQeYHq8Kgcrr1yxgMw2XYwcwtt9zCO9/5TmKx2IDbzJgxg+3btx/WgRnGl2qGdh2ZAgVf0ZrOEbFlSUo+JJQW78p5SAGprDusnIzGBDGGkSEoZlWUJubIfgKNUgSZEy88wYpTRge68hVNy5reQKY8oJHAoqYY6azPCfPqBg0WxnLyxuiuGAxDQ+ihioJMUYZjIT7RlJd4DvWF2Hfb5XOSbNzXNehjB9q/Upr3/9df+dueFPXxCI4liTmSrOuz42AGpTRRx2JJc4Kcp8gUBcYsAVnXRxP0B+hBpkMMhsGQYuS6Q2F2pvS7FFiWQCkqZPGDHhkZWBP4etCsTHNNBISgNmpNCmfqiqxpMftTzYvKYJhODGf9NgrAk4TBJob6fln13VZpha/BEoFwV7XHDrb/bW09PLm9A6U13fksQgQaGRT1ODRB0PJCSxdQ+cUvASEDHQ9LCNyy/gQT2BiGiiUFQgVqu8PBlqIUlECxdClDuf/KfUnRK2wXsQQF7eP3OU8FkIhYAxpXThRGd8VgGByTmZkEVCvxFHxFRzGNXH5l2HfbgqfYm8ri+RpLBpoXQYmo97HAgPu3JBS8IGXt2AKJwCtOS0Cv+NihCD1uyvsRpvWJZRhVwqyJrwIPpb4TVtWyJ0IEVgR+UR4g3E+kzLU99FaCIIMT6CAF6sGu0kQsQcSWXHTyPE5dOIMlM2tI5zwTLBgMkwCTmZlC9FXQrTYxdPvqrZy5pAmgYluAllQWpSFiByqkB7sLLG5OMKcuyr50ntse2QKIqvufnRRsau1G6yBoEQgQZVLwDCyKJoNNS4GO52tsJ/CmMTYFhuGidBBUi2Kviypqw/iqV/iuL4LgjvLedCkoneNCCGRZMB6o8waZRk8Fei2zkjEyrs/rTpjDecfOHNsXOYkZTonbYJiMTPpgZs+ePXzuc5/jgQceIJvNcuyxx/Kf//mfnHbaaRN9aKNCXwXdcsKJodBEDqjYNlsI3IADTxoBUpP3fHIFRTxi0ZBw2NiSxldB6jzrBsZ6gY+NDJxeispbjm3h+gpLBmZ24ZXwQFfIthRBA2+fwMe2JG7Z1bDBMFQ0QfkntCVQeqApowCle3tieu0LQAhV6sEJA2uneF57OiiDxh3JzGQMSwoc//CE7aY6wylxHwmYwG5qMqmDmY6ODl75ylfy6le/mgceeIBZs2axdevWaTX2HYpihQq6fQknhkJJ9PJtPRUoooYxkBAE5nlKARaup+jMeqii668uu0K1ZOApo3Qg/14ft2nvcfF8VZrs6IsoW1lcv7+aTGDgZ6HK9D8MhqEgCEqVvgKBwpJBplBKjeeDtMomk8roe5oJKG0nIHCtro2Qzno0xB38MgVdT2k6egqsmFeH0prVmw4c1uI1kkVwohfOgUrcoSjmZGh+Hk9MYDd1mdTBzE033cTChQu5++67S7ctXrx44g5oDCgXxYpJq9/9eV9VmMiVb2vLYDKjNFZaDGxsKenOe+xNZUteNRUZlmLe3vUCTRgpAvfdeMRmXypXmlCiuN/S48uaJauFKr4G1690H5YEgZNrghvDIIR+SRFLojTYMpw4CoIcKQJf60OdReFnIWpLYhGLFXPrOP+4mfzkrztJ5TwitiCVccl7Cr8YyK/b3ckHf/AkUsgRL14jWQQneuEcTon7SMhMmMBuajOpjXTuv/9+Tj/9dN75zncya9YsTj31VO66665BH5PP50mn0xU/k5lySfS+vdha6wpJ9L7bxpzAdC5IySt8pYnaFlFH0JrO4fqaqC36LQCBvosuCdZpDVFbUBu1WTqzhrhjIQhS94mIRSwiS48rR1T5t6eCPocw+zO7PkaxFaffYwyGvrhKlbIrUVsS+pb6KpxSOjRBrK5pro3w4v5ufvLXnVzyikXMrY+yP50vSgtoolawv568TzrnkYhYFVYda7a0DemYD2X5UW0/I3nMaDPcEvd0pm9gF3MspBTEHIs5dVG68z63r95aMtg1TD4mdTCzbds2br/9do455hh+97vf8ZGPfIRPfOIT/PCHPxzwMTfeeCP19fWln4ULF47jEQ+fUBSrNmqxL50n6/oopcm6PvvS+QpRrL7b5jxFU00UKaDgBR+yptoIqaxX0oIpVCkHQZCe94vy7kLAnjAjo6GxJlLK+NQnHGbWBr0F5ZT3MthSsLg5wYIZceriDv/yqiV85S0rWNAQoyfvF6+0xaD9DwYDBIG1qzS+Ds7dmojFnPoYC2bEObqphobE0JLJeS/oBwsXotWb2qiLOSSjNosa4xzVVIMQEk2Q7VRac7AnT9SWw1q8RrIITpaFcyglbresxD2dMYHd1GdSBzNKKV72spexatUqTj31VK644go+/OEPc/vttw/4mOuuu45UKlX62bVr1zge8cgIJdGXz02SyXu0dufJ5D2Wz032S2323Tbj+tTFbOoTDvVxh0zBJ5UplNLtg30fWlKwoCFBMuYwvyFeem6tdSkThIaM69MQtyscscP9xx3JwsYEtVGH+phD1JacfUwzl561mBvfdhJLZtaADkzxZLFP5wjIWBtGAUEwWp3KetRGg/Ovp+Af+oFFMgW/tBC9uK+LF/d3MTMZRUrJ3s4geFc6KGcpBVlXkXPVsBavkSyCk2XhLC9xV6NviXs6YwK7qc+k7pmZO3cuJ5xwQsVty5cv51e/+tWAj4lGo0Sj0bE+tFFnOKJY1bYNFYDbevLc+Nu/07O/65BZEFsKbEtQEwn0aKQQFc8NVDyH7ys+9KOni82akkTEIh6xCJP/fb/8zl7WzC8XN/KOOx5n+4FummujxCMWB3sKtKRyo/n2GaYZApjfEKcjUyDnebzU1oNjy1IGcqj7gGAhKhRnvAu+oqUzV2yS791GEwhEduVd4hGrX+P9QAy3gX+kjxkLqvk+hYQl7iPF92m4vYuGycekDmZe+cpX8uKLL1bctmnTJo466qgJOqKxRUrBygX1I9525YJ61u9O0Z1zcWxJ3lODlnY8X3Owu8DKBfWsnF9fNXAqfw6lNMvn1rGxpYummsiQvvxsW/LZ1x/H9fetJ5XzEFIQdywk/ce+DYYQ2xLkPY3rg+tpCvgwjKwMUDRkDBaiiBVIEbSm80WDStkr8Fj2IUlnXWbWRoe8eB16EQzkELa39ZQuEoazcI7ltJPxferFBHZTn0kdzFx99dWcffbZrFq1ine96108+eST3Hnnndx5550TfWiTlvCqryFus7+rt9zUN6CRItDciNpyyF9YI/3y6+ss7Pq6FGwZDNVwfc2+dG/2TsCwBBmjdnAOprMFUjmPFXPr6M57rN+TCvq3RNn+QskCwPUV2YJPKueVFq/ygKIh7gDQmXVLGdGBFsGunMueziwCwa0Pby5ZJHz4VUczqy7GtgM9zKyNBNnN4uPKF85UtsBldz85ptNOY+36PVUwgd3UZ9LbGfzv//4v1113HZs3b+boo4/mmmuu4cMf/vCQHz8V7AxGk/W7U1zxo6expGBvKocquj/2/SNbIigVfeHNJ/C+M4eX6Rqp6V35orCrPcN3Ht5EW1fhsDI0h2NQaJh8jFaTeMwOtI7CKagT5iY5YW6Snz+9pzRpp7WmPJ52ZNAUH3dsaqMWH3/tMSxuSnDHo9vY2tpNT8EnV2ySjzsWNVGLpbNqOfeYZn7y15105/3SItiZdWlJZQGYWx+jIR6h4Cv2p/MUfJ+IJenJe2ggalvMSkZxbFlaOC95xaLiPg9tcTIaTLTezWTBGHpOLoazfk/6YOZwOdKCGaU0l939JBtb0iWF4FDVFwKnYMeSRB3JyvkN/PCDZ4ybQFhf1mxpY9VvN7KhJT2gbYLhyKG8f2U09mVJQdSWNCQcunJBIOL6lerUoY5SGEUpgummRMTGltBT8InaktqoQ2u6eHFQ3PfMZJS8p0vBx6Ob20pZlHTORWnN/IY4yViQzenOe+zpyOD6mphjMasuQmu6QN4LymczEg4nzKvninOXcMej29jYkq7Qf4Egc7MvnWf53CT3XD6yz65hcExgN3kw3kxHMOXpUtdX5L1AmVcW1X6lFERsixkJhyvPH3nadDj9PQNx9rJm7v/YOfzkrzu45aFNZAo+rlIMMFyBVczCmLhnejLSv6sAHDvoMUlnC2RcTcSWLGiIE49Y9BR8MoV8VVVqDUgJlpC4fmANclRjgogleelghryr8P1gqkppShIFvtaksi5HNSbY31Xg0c1t3H3Zy9m4r4tnd3Tw3T9tpiEeCFFCEIQc6Mrh6yBY8pTCkRZLZ9WQzfu0dedZ2FhT2sdQp50O9zNo6M9ofLcZxh8TzExDyuvgL+xNB1eJKghk6mI2J8yrH1ZJaDhXJ8N9nJSCS89azNHNNXzs/3uOfGbgopOGCuNAw5FN2EfTWBOhPuaAgIM9hZJuTBgItKSyg9pr+Ar8YrGzqTZCPGKTLQbWjh3YKLhu8Hjf780gZV1F3tOl4GLjvi5WLqinPVNAIIjavc29OVeVfNSECJrvPaUQWCSiNjNlIHS5cV/XpJl2MhimEiaYmaaUj28f7M7TkXFpqHForokeMsAYqcz64ciz18cjJBwLp1bQ3uNiWcHxlZtWmt4YQzmaQGSvvbtAKusGXmMKbCsIUDylyLqavDu0rqxADdhD1+qS7xlUnnehP1n5KHdzTbQiuKg2rVTuo1ZuOxJSHqCYMWGDYfhMatE8w+ERpkvPP34WF79sPq8+bhYrF1QfwQ4Zqcz64cqzh1ejyZiDlMWeByFwbGlE9gyDEsYarq/xddAXFmY/OnoKwypf5b1AOC/0PSs3txT9/gHprEfe9yuCi2oWJeH+VLFvLWr32oRAZYAyHIsTg8EQYIIZQ4lqMutCBleSNZFgQuO2R/rLrCulue2RrXRmXBKOJFvw6S54aA2zk5EKeXalNOt3p1i96QDrd6dK+wqvRqUMpjt8pdEEDscROzAADIOamBMEOCbGmTjsYnOtPcZ/hKF6MQWN7aEbdvD7vnSWzow75OfSUFQEVmitEVT6mhV76Hvd54GC59PWXSgFF2GZ9eylTTiWoKVoExKxBLaUuF5gbjkzGS2JTfYNUIZjcWIwGAJMmclQoq/Menfe40BXnrznl6ahnnqpnXuf3Fkxzn3vkzt56qV2XF/RmQ0WD0GQGYo7krp40FNw75M7+d2GfVXLUGcuaSrpdTTXRtjbmcPzNUHbQBAEyWKOvzERIZ1zybo+lhBFo83xf7+OVARB75IUmvwYve/h+aO1RtK/T6q83ANFr7GiQ3wYlFhSIGVgVTCU5wvKVprWrlww1l2lOavcTd6SQTkr1Gp6YtvBijKr0kGmqKMnj5SSRCQQ7ovaslgS0wPqmIxU/8VM4hiOVMxotqHE6k0H+PTP1zErGSXj+uzpyKK0xio2LSqlcZVmVm2UW/7pFM5e1syaLW1c/bO17O/KV92nVdT0cCxJbdTG13pA3QyA6+9bT3c+GIftzARjq6FWyPI5SYSAllRwdbq3M1dy/3b7LDyWaRSeckgBDQkHX8HRTQl2dWRI5zz8YrAanEcC19PFJt+gFyUMZEPtGKV7zSPRhz4PwsAk1JyRgG0HwUa5Do0UZVkZAVIIpBB88aITWNJcUzx3K3Vh2nvyCCE4eWEDy5prmTcjzkMv7GfbgaHpmAwnODmcnjWDYTJiRrMNIyIs9eR9nwNdgey7bYlSOjxoWgz6Cm5fvZUzFjdy++qt5FyvQuwsnCbVutg8qTSu72NLWNhYU5oyiUmLOXWSfek8t6/eyj2Xn1FxNZqI2CQiNrPqorznjEW894xFPLHtYCngaU5GSGVccm5/mXsTyEw9dDG7ctKChtKIcltPnvW7UvxgzXZqojYRS7KzI4OmmHkREr9oZNpUE6GtGFRrDeigFil0def40vMSZFjC6SgpQKlgDDrIvgQBc8SWzKuPIQiygamsy4nz63j36Qu5/J6nSuXZ8Pz2XF0U2lM8vLGVP4lWbCk5dnYNV756GQsbE4cMUIY6Jhz2rPUNpsKetdEW2TMYJhsmmDGUCBsP1+9JkXM9LCkr6vqe0sQdSVNthK2t3fzP8y1sbe0mGXNI54KAovwruTzlr4FkzDmkbsahDDf7pt/jEQtLCjIFL8jgFFXQBtKqMUwMQ/HiCntfTl3YwJ82HWBOXYzzjpnJecfM5Kkd7Wxs6aIuZhO1JVlX4UhAgFaBai/o0nNICRIRNAQP4fhsKyiJzqqLgQ50YGwp8bViT0cOX6liM7BASEFPzqMh4XDl+cuq6sJ05z12tWcqRsKlFPhK8UJLF9/942Zuedcpo6Jn0rfXbaCLhTOXNJmSk2HaYoIZQ4mw8fDqn68lpUBKTTFTj6eCZtyZyRgx2yKd89jTGaiZJiIWUgQLhwbEAP0NlhyabsahrkbLA562njzf/sNmdndkqI3a7EvnyA1xFNcwfgz1L9Kd9/nun7YQsyXJqM0xs5Nc9eplJSHI/V0F6uIOBS+PW4xYpQj0k1qLWRm7KIIH4bkYnJDhMu5YEr+skUYI+MeT5/HIpjaillVc8MORaIv5MwINmKzrc7CnQE3EquhdWb3pQIUuTHnfTfi8miC4kpbAVYr2ngK3PbJlVAKMvr1u5RiRPcORgplmMlRw9rJmPv6aY3AsiVIUm2uDjMz8GXFqo3ZpjHR+Q6LUmyBlcHUbfi+H/n0CSPz/7b13nGRVnf7/nHNT5eo83dPdkwNDzkMYogq4mHNCRERF1l3zLrpfdV2V367u6uoqIioi5oQoKGAi5zQMMwOTp3Purlw3nt8f597bVV3V1dU9HafP+/UidIVbp+J57ic9qgxCULSBFDKTuRme4GkIaxhI5lEbUgECGELILHkY4wPpRrImnu0cwyd//RxM28GXX38CtrREAQYEVRkSpZAlipAmw7Ad176Ah+a8xBIp6Hpj4J1wG5vCWNsQQXtdCC01QTRGNJyzodGf7TKRiCajpSaA+rCGj75iE2664nTcetWZftqmcC4M4A7Icz+H3mN7KSxCeFcTY8CLfSns7Eke8etVzZA9UwzZExzliMiMoIR3nLkKd7/Qixe6k4gHFSgSRUDhjsCFrr6vPrEFv322C7t6klAlirzluO2xBLbD01IMfBAZAPQl85Al6nvVAMUuwTOZmzGU0ZE1bFg2w0hGPyLTSsHiwnIYLMOGbtr4j7t244dXno5/ftlG7OxOghHghNYYDg1l0ZvIIZWz8JtnuhAOyOgt6IQjnvmSGy2MBRVQShFUAcao73PkfZbLuV/zzyh30X73WatLIileeta7Lx+QNx6e9CZXe4f07m3asyMwFmLInuiaEiw2hJgRlEApwYcu3OAX2taE+Jlk3rKL2khltyWV+0AxUOLAchgIxrtAKOEzSWIBBSNZAx0jWTTHA6gNqpO2pVaD4zD85PHD+M79B5DImcKv6SghHpAAQpDIWf5lNgP2DaRxyf8+CE0iIIRX4DggkNyOIgBI5i1oCkVrbQB9Cd2PlHgpUAK4EUfeEj2aMaDKFOesr8fuvhQ+cP46/NvvXkBfUvfdr6v5jBb6ofUldQQU6o/69aKTslRQf+beT5FmR2BMFFOlQmzmJwvlEF1TgsWIaM0WTErRj1aFNlLvdrt6EkjmLb9NWnLnzDRGA4hoMlJ5E91jORAQxIK8M2UmP4KP7BvCZ363AweHsrP+nAULT11IcWtgDGTLdKqpEoFpc6EgEaAxxgfQcVdrfhnIuA2BQglkiUKRKYIyhcUAx3FgM/hiyNuQz9/YMO5+XeEzXy4y4c2Z2defwlDG8L8HqkR9g0rGGEzHASUEW9fW4Ufv3TorEY3xbia7rBCbrW6mybqmRmf5cQQCYHr7txAzgopUG072bvfk4RF84y97EVQpwqrip6c8cqaFRNbCdRdvwGmraqcdnn5k3xA+8otnMZAS+f+jmcI6l9mAEuBTlxyDszfU4zdPd+F3z3XDdhhqQwpiAQUp3UIyZyKkyfjPN56A2pDmf+a3NEd9A8i6kIpEzsBNDxyYdPjjzp4kHto3hJsfPICxrOHOseHFO7YrwhqjGr72lpNndeOv9uRjpjgOw5W3PIHdvcmirimAizQvZXfrVWeKlJNgVhBipoDlJGYWQx67cPBeuce2bQc9yTyuPnct2mpDVZtfOg7Dju4Err/9eezuSYm0kmDayBRoqw3h8EgWhb961C3M9dJCsaCC/3v7Kdi2sbEkpeIwB2ndgiJRxAIKAooESoCxnFUSmXho7yA+//udODw83qKtSBSbmyO4/pVb5iSCMZe/ATu6EvjAbU9BogQS5YXMAXU8fZYzbWR1CzddcbromhLMCmJo3jJkseSxKxUjpnULfYk8dMvG//51Lx9VT3lb7bEr45Ou1Xtuz3eOIZG3Sq4XCKrBcoBDw6WpSce131YlbjeQzJn45K+fx3vPXYOfPN7hp1QUSrB/MAPdZtAtGznDAaU87RULqhjJmPive17Cr9fU4YlDI7jpgQPIGjYiARkOA+ojKq46Zw3eubW0iHi2qHbI3kx4aN8gBtO6W9zMp4JrsoTGqIaIJpeMWBAI5hMRmTkKWEx57PFQdArNMa1oiFj3aNavdaCuzYHDuOdSUJFRF1ZK1uo9t5GMgVTeEhEZwaxQOLG68DJVJrAd8NlJlEAiQEs8CEIIhtM6ehL5otsX2SC4beBrGsJI65abxjo66koe2TeEj/9qO/qTeT8y401spoSgtTbIh1eKyIxgFpnO/i3mzCxxyjldU0oQUCQ0x7Qix+r5oJzjr2076Evki4SMKlPIlEKh1DUJdJDKW0Vr9Z5bKm/Csh0hZASzRrnPkjetmhAgqEhI5Ux3RhIfSVAYcfDEUKF3E3MdtQ8NZzCY0hHR5AX/Ps4G3vfQsGwEFcmNZPEuMdmdMzWQzGMsO+4eLhDMN0LMLHGmM/1zvvAsB7a0RJHVLfQk8zAsG6rrFqwUtKnyIWI8LRVUpaK1es8tpMrQLTFBRjD3WDZ3tVZl4gpv/jnNm56dweRRHQZvSB//dA+lDRS6Qi3U9/FI8b6HdWENTbEAJEJgusM04Yq/nGlDlei0RywIBLOFqJlZ4lQz/XMh8tiFlgP37xnA9x86iGhARs9YHhM0F98I3DZZ3XH8tXrPTZEoju5kqGCx4AmSVN5y0yhcRFvO+ETfEiFTcCF10y8SJdAtG3mDi3SPpVhXUvgbE1B4SmkwlYduOWAMfrfWFWevWXLpM8HRgxAzS5yFmP5ZLYXFiD99vIP/8PGmkSJB420gNmNFa/Wem8NY0YYhEMwlqfz4bJveBJ9aLVMKQgBJIn57tQ8b/2jGgwoSOdM3wOQiaPx7uZDfx5ky8TcmoskIq2EerXL4oEzbdrBNCBnBAiLSTEscb/rnaNbExFpub/rnQuexvTV6oWjbYX743XPjViWKnGEXrdW7X9awocnioyqYf2wGHB7OImOYvNupTK2LN+U3qFCsiGnQZArb5oUlcoG56mL5Pk6Xcr8xhBAEVS5s8qaDDStmb8KwQDATxA6xxClXcOs4DDnTRl9Sn5FVwNytUYYs8XWYFj+r49NQuaN2NCAXrdW7XzQgQ5YkiFS8YCFgAIZShjv4jhe9roxrCCoUlPAfUVkiiAdV6CZDfUR1o40EIOyIvo+Ow7CjK4H79wxiR1diQQqHp/qNCasUlx7XjAf3DS3YGgUC0Zp9lDDX0z9ng3HbgySSeROOM705M7t6EhjJCB+m5QQBQCn/70LWgIdVCZ+87BjIlODuF/pwYDCNjGEjlTf9tGmhM3ZEk9FWG8Rw2pjx99H73O/rTyFnctG/qj6MT1yyCeesb5j3AZnlfmPqIzxdNpw2hE+TYNYRE4ALWC5iBlgcE4CnwlvjcFrHaNac1gTgnz7RgW/8dQ9GswbKWPZUjUwXdmMUTI1XIiW73W+W4/heRwu1nk9ddgyuvXC9/xl+aN8gbn7wAFK54vlHhAB1YRX//eaTEA+qM/o+Fs5XsmwG03bggKeqZMqLcHXTmXcBUfgb0zmSxc0PHkBmEcy3EhydiDkzyxSv4PaCTY04oS2+6ISMZTm447ke/H3PAJ7tHMXOnjH8dfcA9vSnJg1Ne2H2+14awI8ePYSsbqEpEsARldCwce8fweLE+zR4H+HZPOWSCLChKQxlGt8PBuDuF3r9aOJxK2N4ZP8wKCHYtCKCNfVhtNUGsaY+jE1NEdgO8J37D/D25WnizXUZyRjImzZ02wGlBArlppiGzXyT1aaohrAmY3dvCp++fQce2Tc07cebDt5vzHkbGnDPzj5kFsl8K4FAdDMJ5oWbH9iPb923H8mciYm/bz9+7DA+9/sX8M8v24hrzl/vX16YlkrkTN/fJm0UT2H1Op2qDbZY4vd1UaNQPrzO9iprgZJ2/iPh2JUxfPTlm/Cvv92BgZRe9f06R7N4oTuBE9triuY7UUoRVIHCriVNpnjy0AiuvvVJEJBpRU929iSxrz8Fy2awGXf9JoSAgRWJo9Gsibqw6goIir6kjhvv34+z1tXP+YnMdOZbiWnAgvlARGYEc87ND+zHf979EsaypULGI63b+P/+9CJufmA/gPEw+/NdY0jkTNiT3NG11RGhlqMIRaKoj6hQJQLTYrDdIvEjhQBYEVVx/Su34OItK/A/bzkJ8WD153OGxfBSfwqJnInhjD7pfKe0bmEgmYdhO1AlOu3oyUjWQM50YNoOZFfIAOMThr2XwrAd5E13/s08D+SrZr6VucTm6QiWNkLMCOYUy3Lwrfv2+1GVStgM+Nbf98MwbN+iwfJmelTYzLwx9FNBwNMWiyz7JpiAA+Ca89bhk5duhqZQWA6DZbMj0quE8Bbjr731FD8ysm1jI771jlNRH1aqOoZpO6DgHk2mzSBRLigKYWAYTOlw3NqWkCpPO/1SF1JBCX8dCp8zY6WjlrxhfsD8CojC2TPlWIrzdARLGyFmBHPKH57vRTJnVn37ZN7Edx44gP0DaQQVCYbtnpVXmRqqVEvTEFWxuj6MkCqJQM4igxJgRUzD+oYwIpqMB/YO4ept6/C9d5+OE9tqUBNSURNSMEkgoAiCUu3bWhPE7z50bkmKZ9vGRvzv205BTXBqQaNbDj77hxfw08c70BLX0FobwlDagFWwoecNB3mTO7trMkVAGV9wtdGT41bGsKo+DMYYnCI7BP5fLxBJCZ+anXO7qhJ5EzKBLyAqtXUXXre9cwzPdozih48cwq0PH8L2zjFYllOxJXwpzLcSLC9EzYxgTukcy06reJMx4NBIBjnT5tN/HebWC0xNYfsuFzVcBfmuxoA/vbR7LIfRbPUia7ngbZKqTOEwBtNiVdciHcljarKEoCKVbPjbNjYWtSHf/9IAfvjwITjuOifWSsmU8KiGm44hFLAshmTewo+f6MBpq2pLuoq2bWzE/73jFPzTz5/DaMZwj8NFg+0U6+iMbuN7Dx3E7c914+LNjegdy6IvmUcsqCAoS8gaFmwHUCSCxmigpJ6kGjsDSgk+cckmvO9HT0E3HUBy/PUWekBJlKAvmYNhMzAGOIwhFlSQyBnFbdQTOp4A+NdldBsZgzt8g4xbE2gyhSZTUELL1vt4s2c+ffsO9CV11IQUaBKFbjsYc7uZFnq+lWB5IVqzBXPGI/uG8Pk/7MSe/nTV9yEA2uuC6B7NwSkTVq/m/orEDS09TMeGZfMz5ZU1AQymDO7mvQQ6LSjcuqA5fAyJEHiDaj3zwGpTd0f+2HBbjsfXoUoUskTxjbefggs2Nfq3dRyGK295As93jcGyGQzbcR3Xyy/U+wR4Tu1RTUFYkyYtxH1k3xBu+NNu7OlPw7S575BMCVbXB7GpOYb79wwioxfPBGiMaogGZKSyBiwAhBGk8iaaYhrqwlrJmnKmjaxu4aYrTp+yMPbmB/bjv/+8B4bl+IXuEiUwLC48vI84JeOiP6xJCCi8ENl2WEnLtBfZsh1uqNmfzBeNKfCEIMAfq60mCFWmk7ZbL4X5VoKli5gzU4AQMwuDV8CbypvTGnRHANSGZGQMZ0ZO2TIFKKHu8DIAbLyugRsAAgyEh/CP6k9+dQQUirec1o6H9g3h4FBmQQcSqhJ/3yzbAQjBv7/mOLzrrNX+9Tu6EvjAbU8hrMnQFIq8wadI9ybyRZ8V4v6r8JdNIsDq+jAkSirOQXEchh3dCTzXMQZGgJPb4lhdH0Yyb2I0Y+CnT3Tg9me7S2berIwHcPkJLThldS2+/+ABHBjKoiWmQZKK7Qz6kjq2tERx61VnVhW1eGjvIL567x50jmThMIagIqEurOLgcAY5w3aHChJosoTGqIaQQrFngJ88bFoRASXjj+8wxz+x2NgYxuGRLDJG5e9YWJWwtiEMAJOufSnMtxIsTaazf4s0k2DW8eZkpHULLfEgFIm3jVYDIUBzPIAD7hyN6cL3tHGHY0oAmVLUhGQMpAxYDkDAJt20l5OfZUAmUCnBH7Z3I5G3Fvx5e1N0vajD3S/04h1nrvI3xsIOGgLiulFLABgODeeKD8ZK/wyq/H7xgIzBtIH/uucl/HJVLV4aSBdtxCe11+Ck9pqi+8eCCsKajGsv3IBNKyL4xl/3IZm3/Ot7Ennc/NBBHLNvCJef0Iy+ZCd63fRTSJFgOmxG6ZeJaba6kAqHMVz746dRF1IhUQKZUgTc55YzbFfEMegmc1vGObrJ3PoWgmTeLhaA7ge/sDGQgdcJ5U3u/D1Zu3WhoaxAsFAIMSOYdSbOoGiMBqBbTsUaFa9okxIgmeMpIInymoWZ4qVKGsMKFIn6QqXSpl00yXWK2y518haDbtuzOpDuSDCscZ+uhqiKA4OZoo1zMod4mUpF6ZFyT8dhQJ8bwdEtnp56vnMMp33pL1BlCkoqz4KRKEFDRMOu7gS+c/8BpPJW0abv8WJfCi/1pXDqqhrotoOBRB7JvAmVUmxaEcE/XrRh2umXiWLh/j2DMG3mzrgpFkVedxNjpY7dluP41gumm6KbCm4Ey49TTb2PQLBQCDEjmHXKzaBoqw1BkXIYSBX/EMoUqAkpCKkyesbyYIz59QoUBPYRygkGYCClI+C2OZUrGp2Itz1cfEwj7t8zeHRbHzBel7MYnuK4+FRRG1QxkNYxlNGxoyuBkayBmqCCdY1hvNiXxooogW7xjVa3eJUuJeXblz2GMyYo4TVVYA5M8JkwksntAVSJYndvCtf/9nlcc/56tNeFitImjsPw3QcPIpEzeW2WzCW4w9j4CAH3eTzdMQaJEpzSXoPLjmtGW20IG1aEEdZk5E3br2uZCZOJOoDXHXmvgeW60xM3Fsn/5gtUJFIkACeDEOI7f0+33Xo20k8ihSWoFiFmBLPOZD+2sYDqt3IyELTEAqgJK354HOBnjYpbO+FxpBEShwE5d7iYVxjsTOLz47V2Mwb8wwkrkTcdPHpg+Kitr5nr4uLpwgCMZXXIEpA3LNzwx91I5UxYbodQfUSF7TjYM5D2I0rMFaeUcVPKStE8LwXjCVRFInAYN0pc0xBCRJPQPZbDf9y5C7GAUhStiQYUvNSXAmMMihvNYYy5UR3AZqzosW2H4anDo3imYxSXHLsCH37ZRlBiI2fkEFQl1IbUGYkary16d28KzTHqd0yldQv9iRxs94XpS+Tc1JaMtG4hb1ju55hhOK1DosSf/1QYnSv8PHjt5V679ZaWaFXt1pW6qaZrtHkkxxAsH8ScGcGsM9kMioBKoUoUtgMEZIqaEBcyAKDJxHccjgUlaDL1u1RmY7NVJf44tsMqDs0j4JthNKjgtSetxCtPaAEhRHxR5pG8xdA1mkdKt7G3P41EzkJIlRDWZHSMZF1LDC7DGGMghH9CHFSXlvS65LziWYkS6JaNkbSBnrE8HIdPHY4G5KLJvQ/tG4Jhj6dqAP555elRgsKPVeFnzGHA3Tv78babHsMdz/XAsh3kDBs9Yzn0JfLIT9M11WuLjmgS+pI6cqaNZM5E12jWd9eWKY/QZHULfck8MrrlG3dKlL/Gpl36XSj820ut5S0HfUm96nofr/h/d28SYU2ekX/UbBxDsLwQv9GCWafcj63jMORNB7LENw+JUuQtB47DkDNt9KcM1IVV1IVV9CcNSIQccTREobwOgqeyVH8DMitMk7Uc/iN+3YXrIcsU7XUhRFQZ6hE5W84P0lEafc9bNrpHsxjNGsjqNmwGyARoiGhYEQugKRqo+oeMAbDcqJyXBSWEpzNGsgZsxiBL4+mjwsm99+zs8yN3tsN9khh4SzTI+IwjiQAr40E0RNQicZDSLfzvX/fiqh8+hfteGgBjDFnDQs9YDv3JPHSrelFzzoYGfPn1J2BLSxSZvImeRA62wxBSJayuD6O9LoSAKhWdCAQUCe11Iayq44MjvecuUzLucQYerYpoEmqCMrJuK/mWlmhVLtiFxf8zNaA8kmNUOyiw3CDAapmt4whmF5FmEswJ3o+tFyZOuDMoTmyrwfkbG/DA3qGiy7e0RHHtBeuxsyeBb/19PxIFnSIzgQCQJALLZggoMjS5OnEUDyq47qL1vuFlXUiFLAFZY3H/YHGbBuKnGI4WGMbTSEPp8Xor3Qb6kzpkSqZd7+O9QpYD2MwBdXdxy+YWBABACPNrRbxBfp0jWegWN3+0bQYCxsWARIvyNDLlhbMhRUasXsZo1sRYdnw8QfdYDl+4czdW1x3GP168HqesqsWzh8eQyBtojgWxdW0dAurU6adzNjTgrHX1uOO5Hnzxrl0IqRLiBdFOigAOmxk/CtUcCyCk8Z/8cEMYYzkTWd3CZy4/Fusaw9jelQBhwMmranBcSwy7+1LTrlWZDQPKmR6j2kGBR5KyEqmvxYsQM4I5w/uxLVfAd/W2dSWXP3ZgGD95vAMAP7sl7umi4zC34JL6xnpTwcC7Y2RKEdFkdCcqt4ZHNAlXnL0GH3/5JsgFUZgtzVHYjBdTyqQ6x+14QEIiP73UwZEQVCgAArPgzP5o78QC3Am9M5gXJNPxKApj8AUgYcx/3QKKhIA6/jkwbQdjWcOdijueqmKMf84KMR2gL8md3TWFoi6sIR6Q0TWWL/IoOzySxSd/vQMhVYLkpoUUiaA5puFlW5rxsmOacFJ7TUURQSlBXUQFJQSxwLiQAbznxSOTtoMioUsIQTygQLcc1EVUyJRibUO46Ds6k3bragwop+qImskxvLRUWreKBgXu7k3ho798jr8eE4YIeimraiJOUz3GdI4jmBuEmBHMKZP9KE68vDC0HA/ygkVKCCxnvIXUNsfnx1SzfxEALXENQ2mj4rRfAmBNfRifvGRzycaxuy8FiRB3s6lu1wypMmpCKg6P5Ka+cQUqPU+vlR2E+w5ldAtZk/gTagkAcxmEv2fyFCfrTmPgr5lMCRqjmi8MGBgGkjoc9/HIFB9Ab00EQM5w0G/lEdYkOIwh5Bb8ZgvqZLJGsfAdzZp4sW8ffvzYIWxujuEfL9qA8womIU9k8pZ1XkjvrdmLNHnotgPHcfC/f9mLgWR+ViINlTqtvMecqiNquseYmJbyojkBKmFFjPiDAjc1RUDd1yBAJTTH+PyrG+/fj7PW1VcUjeUegzFuIxFWJYxlTXz7vn1THkcwdyz+QgDBsqAwtKxIPNfvjauf+NPAwD+4vM2WQJUIH4Hvfpop+Nk3IQQ500HGqBwlIeBn0uXM/0ayBijhrbtBVa5YPEwJ8LYz2nDdxRuRNaZOk0nucLgVUQ1ttUGsqg0iIFM0RTV89GUbsfvzl+Lc9fVlH5O5C5cowYqYhu9ccTq+8fZT8blXH4uwJi0LITNXyBQIa+ObaE63kTf5PB7PObsaxtNZDGM5C5QAK2sDaKsNoq02UPEoDEDGsPFSXwr/+tvncfeO3kkF+VQF95Yb5Sg0vWSMC7SMYaNrNDtrRbazYUA53WNUSkt5gwIZA/QJYdVqjT/LPUZat3BoOIPDIxl0j+WQ1i08cXAUP32iY8rXSDA3LCkxc8MNN4AQgo985CMLvRTBLFMYWi5yGvb/VQwDrxHxiokp4TYFAYUiqEo8feAwpCY4dns2B4W/eQ54qqBc6Ns7S1QlijUNIaxriCCilZ4tUgK8/Yx2fPn1J+Jnjx/GYHpqE0t+xkwQDSioDamIh1S01YUgU4ILj2nC3qGMe0Y/+f1jARkHh7K8PZgS3LOzD6kjrDc6mqmmSFq3GBJZ0y9OH0rrvoCWJTIhXVP5WIWt77VhFZosuR1QU5unmjZDSKPIGjZufuggDg9nMJIxSgpOZ1Jw35vIw7BtaDKdcaFuOSZbS860q+6Imu4xKqWlvEGB3v9PRJMozCoGARY+Rlq30D2aczvHCDc3pVzofvNve0Wn1QKxZMTMk08+ie9+97s48cQTF3opgjmgMLScn5hOKvg9LfwJZIzBcbtKTIdBIgQ1QbV4gyHl7wsUb0SUoGzou/AsEW59Rdm6HQbc9UIf3vm9x7CzN1XVc+ZD4hhsNn48TaLIGDY+c/sOvP9HT+KvLw6W3I9gPDKVNx0YtoOH3Hz+C92JKuMGC4+fKpvPx6ygPrivF///jGFjIK0jq1tYEQ+CgheUA8TfHKdKN00kqEighECVqe8XNhW9bq1Xx1Aae/rSGMsa6BjJYnSCqCnsbsrqlr/2E9tq8C+XbcZJ7fGiy9vrQgirMprKOHtPJ2JRjsnWUm1H1HSPUfjbMREv1eb9/0SqHQToPYZu2RhM5WEz3rhACfHFqUS5/cNMRKDgyFkSNTPpdBrvfOc7cfPNN+OLX/xixdvqug5dHy/2TCan/2UUzD+Fg8DCKvXdrwtrZgiAkEoR1hSMumdSvMaBF8FGNAUjGQO2ewYWUiVENQk5k992ojAqpLUmWDb07Z0lfvr2HehL5pHKm0VFnB4OgLGsiUcPjEzreVMAgykDYbfLZCDNH+PQkIOQJpWE2WVKCnx0GPKmDYkAtz/bhWTOQECRMZarLjJDALTWBJDMW0U+Q/MBAdAU1ZDWrSnTgFNRG6QYzVVbGF6hdooQSIR3Kr3n7DU4aVUN6kIqBtJ5fPC2p4scxadCocQVCe7kXQYkcyYsmyGoShVFVdF6Ga+hoQS4f+8ANqzgpo+jWQPJvIl4UEEsoIBSMq2C++G0jk/++vkjKtStRKW1zPYxJhsiCACaQvy/Nbn4ftMZBOg9xo6uBHTLcb+H4zVVtsO7Jhsi6pTdWoK5YUlEZq677jpcfvnlePnLXz7lbW+44QbE43H/n/b29nlYoeBIKQwt87ZsHqCXJb7ByJSgJR7A2oYIYkEFDWEV7ztvHZoiGsKqjBUxDam8yYUM4f4+0YBSdYv3mWvrsLMnWXZ2hHeW2FYbLMm7Hwky5W29umVjJGPg4GAagykDDgPSho0B9/8LsRw+7Mx0mNtazG+7byCNsZyFAbeLpirctuK6cHXj6WcTSrlRZEPkyB6bEmCsSiEDVB6q582bkSSCE9viuGBTI05oi6MpEkAsIJe2vk8ibAqH8TlsvPNpLGehJ5HHgcEMRtLTeJ/Aj/GzJzrxwR8/gycPjYAxvoGOZAx0jmaRcOtLvMJ6b+3exl94+XErYxjN8u9KMl9alwJUjlhUO2dlsrVMh2qOUSkt1Z80UO/Nr0oZM0p7FT6GJlNXnPIZQ56VBSW8aFyTpKrSVoLZZ9FHZn7+85/jmWeewZNPPlnV7a+//np87GMf8/9OJpNC0CwRPNHw7fv248lDIzBsfgYUVCU0RgOIaLJ7NmWgrTaEM9fWobUmiLtf6MNLfSnkTBuU8LoZL0pjOU5V3U8/frwDv9/eA0po2Y6OczY04DX9rXiuMzFrz5e50RXbZuhP5Gc8JPBIItoypVUVK88mhIy7meenMShuMhh4LcwkDhXVrQnu7Bi3xbk+ovnXHbcyhmNXxrG9MwHLtpEzHb8WZvLPFvcYK9c5xYvbp16TIgFBRS6Kmu0bSONffrMDp66qwTXnrcPm5ihsh2E4o2MsZ6AmqCIWlCeN/BTOSUnpFsZyJkYyBppi/PsFVI5YLNY5K5PNtfLmVwGY9Lpq133OhgZ8+GUb8R937oLtOHBs/lkOKBIaoxoimoycaU/Lv0oweyxqMdPZ2Yl//ud/xr333otAIFDVfTRNg6ZpU99QsCjxQss/faID3/zrXuiWg/qIioAsIWfyfLVuOegcyeBTv3oeikSwrjGMfzihGb97tgf1ERVBheLwSBY2Y659Apuyu8e0GbK6jbUNAZgOKzs7gsxyGpyBb6AO+KaoypSbJs4TvH2bF7jO52NSAJrM57gUFmVO1/CyIaIgo9vImw7fvKtsnZco4DjFIoRSICBLkCWCY1fGijbxwlRjKk+gSAyJPC/wnviI3iRdy2a+uCLgHkcOQ1Ha1LuOUgCsOOojEaA2pMK0GVZEVTTHg9jeNS6kn+kYw7U/eQYXbmrEe85dg6xhY1dvEoQBx7fGsXVtHR+gVyBqJs5JUWSK7tEcsm5H08p4EIpMXT+n0ojFYp+zMlVa6kjTXgDwjjNX4e4X+vBCTwLxgAxF4p9jAjJt/yrB7EJYtcMzFoDf/e53eP3rXw9JGu8esW2be+VQCl3Xi64rRzKZRDweRyKRQCwmPmBLiaKzQIcX+2YMC6pEsSIW8H9MR7MmLwC0HNSFVTAGHB7JgBJeoOcwVlYkeL/z3jdApsCa+ojbDcXQl9SxpSWKW686E5QS/ObpLnz8V9v5fXHkQ+m8n1FCgJXxAHKGjeHs1F1Qs0lQ4QJqvuoVJTcF2Fob5Geyho0DQ2k4bG7duwvfr5AqQTe5H7siUcSDMjRXLEc0edJN+ZF9Q7jhT7uxqzdV1CbtuXUTAkQ0GRIlsBn3RXIYgyJRf8owT0/AL1wPazLWNoTRPcZFhWlzlRXSZAQVira6EN5+RjtOWVWLl/pS+O6DB/Bsx1jJ2rzXjoB3XK2tD+HaCzfg4i0rEAvIYAy48pYnsLs3WTSLJa3z1GTOtLkXU1jFhhWlEQvHYWXv7z2nid+Vo5lxUWejJqRAkyh02/FF4EKLuqOJ6ezfizoy87KXvQw7duwouuyqq67CMcccg3/5l3+ZUsgIljbemdaO7gSePTyKHz12GJbtoK02WDL8qjfBOwxGswbCqlxkBugUttK6/2XgdThWQW7CO3MGJL+jY19/Cnc814O6iIpk3uT3cSqVkVaPt8ESV3QdqYXDTPCMCQnm3g6BgIfkC1MamsJrSwgDNIn4KZzZxjumRIDXnbQSrbVB/Hn3APoTOZhuDUVzLIC3nbkKZ62rL3uMs9bVIx5UEHDrJkxrfK2aTCFTgnWNEXzkZRtxaCSL/7nnJWRNu6hjyzOmJBLgWDyt9ZFXbEJDWMNI1kBNUIHDGJ7vTIAR4KS2ONprQ0jpFjY3R/HVN52Ipw6P4uYHD2LfQNo/ricCCXiUcc9ABp//wy5YjoOtaxvQM5bDvv5UySyWiCYj3BhGImsia9j4xKXHYENTBGM5Ezu6En70YjZsCo4WpkppCSGzMCxqMRONRnH88ccXXRYOh1FfX19yueDo5LEDw7jx/v14sTeF4YwOSggOj2T9GhqA/5jWhlWMZnQoEkXCnS3jgIEwlC1QLBQ1Hl4dh4dpORjKGPjiXbtACXFNBeGPsz8SCNyzb5ViOG1gIKVXPWG40jFndISCVmOK6T23ah4zGpBh2wwW4508EuUWFd7ZbH1Y9Q0gQxowmjGOqP6lEjYDfv5kJ6JBGW84pRVOWxwP7h1CMmeiP6nj23/fh3t29pXdlHb2JLG7N4m85RRFZhgD8pYDiRJ0jmRQH9FQH9GgKhRZNwJUMvjRFduqRNEQ1nwBMFlNyvvPW4fNLVGk8xZkShDTpLKRrMK/EzkT//77Xfjca46F4w6Ni7uTawsFCQGvE0rmLdzy8EGMZIySehjTLTyfq+6npcZsdGsJZpcl0c0kWJ544dzdvUkoEvHrC3Kmg+5RPnXTQ5MoKKV499lrcHxrDJQQmBaD7TjcZ8cdxOcXbhL4oX8PVaJgjCGVNzGc1tE9Nu5E3BTVUBNU+DEYb/OUqmyvnUhEk7C+MYI1DSE0RjRQQqBbTtXturONA9dN2pm+z1E1N0/lLdSEJGgSQV1YK5ob0lYbxJXnrMWHL96ILS1RqBJFJKBgkj1zdiBAImfhlkcO40ePHsah4Qyyho2QKlWcgDuU0TGWs3wh49XHeO+a7U76HcroOG5lDMc0R3n9jOMUCVUGBsvm7/fm5vH6isLP+8SJvP/vjhewrz+NjuEsvvbnPdg7kK7qtU8bNv7jzl3oTeQhUyBn2jBtVjJNeCxnIq1bk04D7hzJTjrLBah+XsvRxGx0awlmj0UdmSnHfffdt9BLEMwDE71Q8qYDSvlwKoXy+TKDqTzCahiEEP/HdNuGBnzg/HW8gPhvvIC4IaLCtBi6XHECuHUOBdsBJXxT7xjN+kW5AKBKBPEgL6QMqjJaa4LoGMnCYUB9RIVh2cgYNiyb+WfgmszPdvNWaToqFpBQF3YL1BlguHNHMnmron9UNSza4jcAvQkDIMBQKo9V9WEc0xzBi31p9Cdy+MFDB91C7gg+dNEGtNeFcGAgjf+8+0Xk56AguvBl5nUz/PPTm8ijtTaI5phW1rNnpMDja+JgRgL4U6dH0gYoJfjQhRuwd+A5DKZ0mLbDh+65t2EA6sMqPnQhL7Kt5C/keQh9+779ABjyFhfoKb26TrBk3sYvn+xAW20IB4czUGUCZhPYjpviIwwDqTwo4fOWyvkX3f1CL9Y1RvBiX+ksF1H4KlgMiMiMYFEyMUcfUCk0WeKbiTt3Rrf4tOCJfi2UErzrrNX42ltOxgmtcWR1G1nTRk1QRkSToEh8/odl81y3TPlGZFr8WIXbp2Ez7B9M+1GgaEBBXUiFZTMMpXUkXRHi/bYTAugWkHfn0XA/63EyhoOu0RwOj2RwcCiDgaSO9Y0RxENKRd+npQ4D7wYjBNjbn8avnurCwaE0IgHFjwK82JfC9x48AIUSnL6mrqxtxJysjfEhdzbjAhlA2Qm4yXxBcfZE5Vjwt3e7s9bV48MXb8SquhCIGym0HAZZojhuZQz/85aTeU1YVwI/euwwXuxNoWZCBxIwXpPyUl8Ku3uTCMgUY7npFYr3JHT0p/KQKcFQ2nBTZQ7SuoWOES7ym6KaL2QmPvaBwQwuO775iGwKBIK5ZMlFZgTLg4l+KwQEjVEVXaM5GBYDJTwOkjEsjOVY2R/TcnntLc1R7OxN4rmOMb/A8v/9bgde6k/DdljZoWp5N63VWhsEwGsRvDNrCoKRrO7PE5nYdiu5BcPjlzF/mFrWsCFRB2C8I+toxwEwnBl/nrrpQFN4W+tEF+NbrjwDrbUhDGVmb67PZDAGEFfUegJZk0trQLziXT9VOSHCw2/Dbzex9qUmpCAWVHDehga84dQ2nNAax2MHhnHlLU9g/0AaGd1GSjeRNayiAmkPTeLzgPIW/6zMJIjXPTYu1NJ5E4wACuFGpX1jQEiR4TisRJB49TDtdSFR+CpYtAgxI1iUFPqtBKiEtG7503EZY+CBD8b9Z9prJv0x9fLahZzUXoOT2msAADu6EhjJmFhVF0TPmA7dskEJfHHibV7jZ+3EbbcliAcU9KfyYCDQ5HFX3sINz0speBBCYDt80wupEkzbwXNdy9NyI285GEkb/oC6wq6Y3X0pXHZ8M58wO8fr8KNq4MLGchzARkkNyCntNb7FhlcC46UWvfoZmVJIBGXnsYxmTdy/ZxCXHteMxw4MF90moEjIGBbypu0L50JBM5rj02tdR4WqkSmfelx4nzHXHuH01bV4/SltiIcUfP6OF2DYDhdjjmeeyF+YwnqYE9rii67w1XHYolqPYGEQYkawKCn0W4loDnrG8nAYg0x5y41p89ROUJXwgfPXzfis0IsABRiB5ThQJO4L5TDHH0MPjJs6eoWcmswjRp5PC4f5//YETeFG7JlZBlUJMqXQZIqdvctHyJSba+fVasSDCiilRV0x2zY04nvhg0jlLZj29Fu2q+3uktz3zysMlwjBWNbEMc0ROIzh/j2DfJNsiWFzcwQ7e5Kg1C0gd99s2/Vfaolr+M0zXVXVvhTehjGGgEKRM23YjoPBlI6wJoGAwHH/liiBbVc/FkCm8OtxKAVaa0LoGMkC4BHEJw6NYntXAq8/pRUttUF0DGe5vQRzv18ON0+cWA9T7gRhoVisE4kF848QM4JFiTd19frbd6B7LAfH4T5NAI+ayJRiZU0Aad3GTQ8cwDnrG2Z0NuZFgPLuWa+XJpApLdlAHTfKokgEjdEAbMb8+xSllybZRR0GDGUMBA0+/nw+J+8uFia+NJYDdI3l0ZvI83b7gOxHAbiNQAy7e5OIaTKGM0ZVs3i8x/A+DpXavCV31hAlzJ0YLWEsZ0KWCBI5E9f++OmiTfI1J63EQErHSMbwhZnjjH8OhjMmukZzUGUJGcMuiq4U1r4wsKKZLYTwz1T3aA42c5A3LWR1G5QSDKV0OAyoCysYyZhV9c5Tt1vPcovQNzSE8X/vPBUP7R3C9x86hO6xHAAuxn/+ZCeCCq8lG0zpiAVVqO4QylTeRFiVcPW5axddtGOxTyQWzC+iAFiwaDlnQwOuOW8dCIifnnEYQ1DhE2SjAaVsoWYlJprkbWmOYn1TBFnDhneiDfBNzhNPPFID15iR+D4sMqX+fQprNlWJQpV5uqEExpA1LHSOZP15OIuVWd+6KqRIbAb0JfPoGc0VFXJzA0EZSd1GWJNLCqpJwT8elAINYZ668epcJkLAa57aaoNu6ogLkpDKRTIA9CbyJW3KP3m8A+/bthZb19bx6a9uhE6WCFriQdSHVYAQGJZdMj4A4PUnhu3AtEpntkQ0Ga21QQQUCQ4DhjOG374e0WQEFYnbXki0uJtqktfaYTwi0xhR8YELNkCmFBdubsIt7zkd//yyjagNKf7Nc6aNZJ47mI9mdAxldOQNC+saI/joKzZhVX0IPaM5PH1odEqDyflgYvdXQJFAKUFAkdAc05DWbdx4//4FXaNgfhGRGcGipr0uhFhARsydjCpTioAy3ho6nWFdk4Wkz9/YgI7hDDKGBct2XBFD/C6XhqiGjG5jXUMIYU3GS/1pPy2gyRQ504FMi+0JGGNlIwLeZQ5jRYXBixGZkik9rabDZEcqjNbkTBsXH9OI2x49DEZ4ncoXX3c8brxvP57vSvjCMSBTxIIKopoCTSHIGw4SOQNpw0Z9WEXetBFQKIKqhBVRDedtaIQN3n0TVWU8353AwaEMsrqNsCahpSaA8zY04DUnr8R//GE3coaNxogGVeJdc5bjIB6QMZYz8cDeIfzwPWdiZ28Sn759h1vjEgAlFDmD11wRN71TmC4CeP2JKlEwML8erJCIJoPGA0jkTHz4oo04dXUtHMZw7Y+fLogc8jSn7TBfhAH8zJQBCLuWCqpEsbk5ig9duB5nrq3DSMZAWrcgSxSvPXklLjl2BX79TBd+8WQnsq7zpWkzmLaNFTENrz+lFSe0xpHWLfx+ew8e3DOIzpEsLIfPWSpnezBfiInEgokIMSNY1NSFVB7loARhpfTjWu2wrkoh6c6RLN511mr8fnsPdvWmYFgMEmXQZAk1IRW65aAurOBTlx0DgBd39iV11IQU1Ic19CS8Div+WIVj7pcyhWJLk7nA8zbQ2aSwxogB+NJdu/1Mikwp6sIKknkTOcN1q2a8fike5I7qad1CbyKHvMkrlHoTeUiUYGVNEBcf04S9/Wn8/vme4pqKC9fj0HAWP3+iA33JPJJZE3c+34PfPtONjGGBEILMSMYPuxUW+O7qSWB3XwqUEIxmDDRGNVDizmYpELgSAXTLRt5wfL8vXosTBcDwYl+67MyWRM7ClpYYrjh7tV/zwuvHklAl7qUlSzwVSonDRwxI/HGPb43hU5dtwVjOLCmGbYoFEDNtjGQM5E0bQVXCFWetxqtPbMFPXNd401Xb/Ukd37mft8nLEvUL4+vCKurCCkybYWd3Etf/9nnc8IYT513QTOx2nMhym0gsEGJGsMgpLASe6bCuagaSPbB3CLdfey5+/lQnfvZEBwaSuv8YE1tPC9tTTYchFpBhM144mjVtbmI4z2pmxlYGFfDbjQFYNkCIU7Z1/Ujgk525VYS3kVoOH1YIwoVhn/teSJRHH0y3O6cvmYdu2kjq4wMHvaJX22boGMni1kcOIRqQ0RQNFAlYzzDUdnjtimE56Enk/DVIKIisud1rlBAYtg09a+OhfUM4dmWsZEOdWPvCByPagAnfiPBDF64HUCyKJ5oVFo4ZKHTtNm0HusVfF0qJm0oiUGUJtWEF11200e/UK0dAkbCyJoi0bmE0Y8C0HdSEVFx30Qa88dQ23PLIIfxlV7//3psOg+nY3suA0YwJVZYQUiSoEQVDaQP/+9e9OHVVLQLq/HnlTex2nMhynEi83BFiRrCoKfwhr+aHvxzVhqR396XwrrNW4x1nrqrY6llufs0j+wbw9b/uQ84s3e1lSkpatGcDhfK0VWHX1VzAwNNisy3QvDk8AGBY4wdXJAKJ8lRM4avmOIAi83oRrzh7tKDuSKbEPR6vFbFtvnbDtIvm2ayIEezp5yaNm5oiIISgN5GDw7iIMuzSFKHtMEiuhYXpMPzq6U5cF90AmaJkQ/VqX/oSeRiWjVTeQlCpLIqnmtlSaG64qyeJZN70Z8LEAjKOXRmfVsonoskIqxISORNjWRMOY2iOB/Avl21G12gWe/vTJRE4Bi5uhlJ5tNeFQEAQDSg4OJjGfS8N4tQ1NagJ8kjqXDMbJzmCowshZgSLniN1qZ1uSLqa1tPC29z8wH781z17Ju2ama20DHUnH0cCMgzLQc7gESDeuTI+G2e2kMh4jY/kCqfZFDQMfAqzN0TQw+9CKrOZ2u4Grkp8GGHha25NkgLLWQx9ibxftM0Yc1vsiTsbiPkt9oSgqP3J60zzrAo824pDQxnc8KfdsByGTFLHqrpg0YYaViWEVAmbm6P4yMs2oj6iVSWKK81IKbz9cFrHaNZETVhBQ7j02NXAhbyKaEDBaNZAMmdiX38GwykdrTVB2I6D/pTuR6s88hZDX0JHU5TXFKUYQyJvIJ23kM5biARk1IZUKHNosDUbJzmCowshZgRLgiNxqZ3LkLRlOfjW3/f7+5+3n81FFEOReNFnOm+BFAgNlRJQSkEpgzGLiqZwD5s4eG22mChAZEr8+pNyr6HpMBDPPmIaCxpKGxjNmKAUrms373qyHGf8sQgDY6TYFb1gOJ63qfPAAy+wNW0LWcNGx0gOTTGtaEONBmR86tLNFcX2dGe2zMWMF4kSNEQ0xAIKtncleOpUItBkGc1Rgm43alVISreQMSzEAgoUCsQD49+ddN5Cxi2snktRc6QnOYKjCyFmBEuGmf6QzyQkXe1U0T883+t78czHOaBECUzbKd5c3OcjEQJFIiVn0rPzuLMf+Sn/OOOv4mTtx14R8HRxGONpIsvhwwzd7jjvmIYbpSk89MSH8dqiHcYQUmXUhVV0jmZBCJDJm0i4HXBLcUNVZYoNjRFoMm9VVyXuiRaQJeRNG8SdJuzhMO62rUgEewaSWN8UHh9AyJgvaiKajNqQAnkORM2RnOQIji6EmBEc9Uw3JD2dqaLdY9nxjbXg93O2C3IZeG1GuVktzGsHAtw0ij3rwmM+hAzAC1tlic8VKrcfEfdfM418ERDIEmBbvAZIlYCs6fgDEcvfZ9xdmxAGy+FdS4zxKb6xgALLYfjUpcegLqIu6Q31uJUxbFwRxe7eFBojEmwG1EVU9Cfy3FAVXHDaBTVUps3wP3/ei9se68AbTmnFm05rheSJRMaQyptI69aciZrFNJFYsHCIoXmCZYEXkt7SEkVWtzCQ1pHVLWxpiRZNCvVauHf3JksGpn369h14ZN9Q0XFba0LjEYSC1MRcpGS8zWPiFukU7Oym7cyb8JgLHHCnct1yfK+ricxUyHiFzJbD63II4dOH+5N6SRSocL/1O3tsBt1icByGvGnj0HAGXaM59CZyGErr6EvmcMGmRpzQFl+SQgYYF/4RTcJg2oDtMIRVCXVhFZS6M34UCfUhBStiGqSCF24wpeOmBw7gdd96BL9+urPouJ6o6Rzlr5U1221xgmUPYWy2s/uLi2QyiXg8jkQigVhMVLYvdyqljxyH4cpbnsDu3mRRCzfAf4z7kjq2tERx61Vn+vexLAenf+kvGHO7avyC0QmP65ZZzMjteCIToz4EfIiaA8xqzcxiwdMFszXexpsYzNzhe3nTKREz1T4WAZ/+azsMK2IB/PebTzoq0h5F0UmHQSZAe10Y52yoR0s8gHhARUo38NV792A0Y8Aok9rc0hLFx1+xCesaIyXXEcK7sGpCalFqUSAoZDr7txAzAoHLjq4EPnDbUwhrMgJKaaFwzrSR1S3cdMXpRWHtmx/Yj//vTy9O2s1ECdAUDfAz0jma+ivPU03LQqDKBJuaohjLmTBtB7bDMJIxZixuCDyBRKBIvDuHgEclGGMzOm5YldwZLgHEgyoODC4+48OphPzE6wCUXGbYDoYzBnKGhX/5zQ4cGEyjIcLn9AylDWTcScIeBMArjl2B95y7Bs2xQMmaKCGIBRXEg4oQNYISprN/i5oZgcClmhbuMdvB0x2jRT/w15zPh6D971/3Iq0X/5irEkFrbQgRTYZp2xjOzJ4fU2GEZqKQmYsheguFYXE/q1q32yxn8Cm2M4XB69RisK3xyyhhKDMmqCpkyqApFLt6U4hqMhqj2rSMD6stOJ8plerAAFRdIxagElprgnj8wDA6RzKIBRQQEGgyvzxr2BhK68i7H0gG4N5d/fj7SwN47ckr8c4zVyNe4AnlMIYxty087oqapRbFEiwORGRGIHCZKjIznNExmNIRVGVIhBdCrogF8PYzV+Ftp7fjhe4E7nqhF50jOTzfNYqMbqOtLghK+AC4AwNpZMvsluWEh0IJn8NSZZhAcgfzzRd0llJm1RLWJLTEg9AkitGsgZ5Efv4evEpkt11+VV0QsaAKxhjypgPTdpDImTi+NYYfvXdryWY9nYLzmTCZlcdo1vRrg7xJyIXXRTRpUgF2/55BfPwXz6E+ovH+r4LPAmMMKd3CgOv2XUhYlfDWM9rxxtPaECzzHZMoQTyoIBYQokYg0kxFCDEjqJbxmpkUmmNaUc3MQIoXigLla1ZCKkVAkUHd9uj6iIr+ZB6GxRBUJZiWjaFpRGW86JAhCiUBAK01QTDGLQ+SeROWM/vWCrMBAbC+MQLLcdCf1P0ONEJ4SuWzrz4W7zprtX/7SkKjkpiolkp1YA5ziiYhUzoekZysRsyjUPh7rdyFDtV5y0FON3HZ8Svxp529GEoXR9LqwiquPHs1Xnl8c9nuJokS1ARVxIJyydRuwfJhOvu36GYSCFwKOzn6kjpypg3HYRhO676QAcq0RgPIGA5GMgZCmoSwJqNjJIuxrImMbqEvka9KyHiFqQDfaJZCx8d8nTznTQtNsQD+4YRmRAMyWmIBSIt0j0vpJg4PZ5EzbdgOg80YbIfBtB188297/Y64iZ5hAUUCpQQBRUJzTENat3Hj/fuLRMJ0qWTloZvMnYaMks6xic7TE/FmN41m+edakSgUmfK6I/DOpVUNEVx57mrc9t4z8f7z1yGijVc1jGQMfO0ve/HeW5/CfS8NYuI5te0wDGd0dIxkkciaJdcLBBMRYkawLHEchh1dCdy/ZxA7uhL+hlHSwp3SMZCqLqXBAPSO5ZDR+Vh302aQKFxfoOruL7s7tOXwNuXFit8RNE97TFCV0TWaw90v9MG0uaUBIQTKIktFMAADSb3IpLPQETyjW75AqdYzrJyYqJZKdWCW4/jvnzcJuRBNojAncZ4uJ/zBeFp0JGMipEp4x5ntoIRAUyS87Yx2/OR9Z+JtZ7QXeTd1jebwhTt34UM/fRbPdoyWPI4najpHckjkhKgRTI4oABYsO6aqUSicKvrU4RF88a5dVR/bsBl6E3l/M8tbDBJhUGQCy566U0aiBG8+tRV3PN+LzIRi4kpMp+DX69zxBJzithZTd0M13eFoE49XOE5HLpg0zAepzV03lUQIZErQHNPQNZpD3rQRDch+6obMgYnnkeALGVJ8IQGfoOsJlOl6hhVSbcFwJSsPmVJ/jTItXcNUNh+T2QkcuzKGD56/Dse31WAsa/i1XNGAgvefvw6vP6UVtz5yCHfv7PO/Dy/1pfDxXz2PM9bU4prz1mFDU3E7t+U4GE7rSLh+VFFNpJ8ExQgxI1hWTFajMLHjxJsq+szh0WnXZngDeb1NzWYAZa4nUAWrAU0mCKsy3r51Dd5y+ipc8YMnkNYtUMInrk71mBMpXENUk3kagADxoAKHMXSO5OAwhlhQQTJnFjl7U1LszVQ4GLAwIuOZXEqUH3s2a3y8GS6At/HyWqTOkRzSeQuqxGfELAYhM6nZJxv/PHABaCNnUl+EzMQzbDoFw5WsPDSF+H9rcrEwqNZ5eio7gYgm826lvOVHVRqjGj5x6Wa86fQ2fP+hg3h437B/vCcPjeLJQ0/j5VuacNW5a9ASDxY9nuU4GEpxURMPCVEjGEekmQTLhpnUKMzWVmnZDKRCsqkhomJdQxi24+AXT3Xima4xrGsMu5s598mZjMmuKVx5SrcwmuFmix0jWQwkdWgyRSyoQKEEQUUGpQQSHTdaLAosFBguEjLuaK3KFKprgEkIO6K0T21IRl1IAQWguOk5xgBNlhBQ+U9VQJYQVCVoCvVfm7lCkylUib8ek/1QEvDrGCsVMoWCT5EpJEpcl3Pib/pe3cnE9IknJtY3RYrExHQnVE9WB5YzbfQnDdSHVdSFVfSnjKLr+pJ61c7TnvAvN/1YogT1EQ2tNUGE1OJz5zX1YfzHa4/HN99+Mk5oLbYj+MvuAVz5gyfxf3/bh7EykSnT5qKmazSHVH72xh0Ili5CzAiWDTOpUYgFlImHqYpyNRMOG9/tFInXe0iEtx1HNBn7h7IYy1n4yeOH8cU7d2FnTxKMcWFhOwxymW/rdLQDn6/Ciz6zhg3dcnDtBetx3cUb0V4XRCwgQ6WkqMaj6P7uBU5BJ67hmjY6jI/6N6dZrFoblPGqE5uxqi4IiUoIaTIfnkZ4Wo4Sgsao5gtB3XYQViV8+OKNOLGtBpFpvj/lXi+ZouS1pe5z8tJv0aCMlfEALtzUANl9jTxLBAdu6o26lxUeWyJQZQqJEN//qb0u5EcvJhMa5cTETAuGK1l5/M9bTsbX3nLylDYfR4oqUzTHA2iJB4tqZgDguJVxfP2tJ+HLrz8eaxvC/uWWw/DbZ7vxzu89gR89egg5ozTtatoOBlM6OkeySOvWrKxVsDQRaSbBsmEmNQr1YRXSBLfgqfDEAAHv8mDgLcWFewxx0zgSpYhqCrpGc/5MGcXdEW33PtT1QrAZ8zdKSnmUwrS5OLGmUTdiOXzeh0Qp7ny+B8mciYxhI6BISOX5hkDBN+nJYh+qTEHBNxPDciatBfI294nZNZkSXHH2avy/y48FpcRPnezrT/Hn7vD3qSakQiLEn2UymjHQXhdCW00Qn7hkMyzHwT/97Fl0j40XaU+2Zs/2IW86UGWKiCYjb1owbN7RI1GAOYwXXrtroIQgrMk4oTWOD13I0zgP7R3EV+/dg47hDJJ5E4wBIVVCY1TDUFpH1rDHC2ttxiNd7mdAUyg+cckmX6AU1p3s609hyHJAAayqD+MTl2wqEhPTEeMTjRenSgfNlwVDUJXQpoaQzJsYzYzX0xBCcNa6epyxpg5/3d2PHzx8CAMp3kGYM2388JHDuOO5Hlxx1mpcfmILlAnfYdN2MJDMY1SiqA2rRZ1TguWBeMcFy4aZ1CjURzTUBFWMZqsbn+8VpToOAyHjXk3UvdzbZi2bQZMlNEVUDBTYHKgS9ce6M+rAthlsByAYP54mUYQ0Cc3xIN5yRjvCqowv3LkL6bw5qaXCRJqiKiSJYk9/GkGForUmiMMjWdiMCzAQvkZFomiMqhhxNx4ChuY4TxlkDBtdI1k/GuPVhTgO7zZqrQlgJGOBEn553nRAKcG6hhA+cclmbNvY6K+ncLP9yeOH8Ntne2BYDgZTeQylAUWSQAmDzYDOkSw++evneeSEsbKty4WChhIuYsKajDec2obbn+lGPCQjqMj+YLuUbiKZs2A4NheMrohUZQplQjpr28ZGnLO+AXc814P/uHMnwpqMeFABIbwGpXs053cKMcAvlNYUio+/YlPR8/aeu8MYvnrvHnSOZOEwhoFkHjc9cACUEF/QHEnBMFDZXXq+nadjAQURVcbohHoaiRJcclwzLtzchDue68ZPHu9A0hXYo1kT3/jbPvzq6S5cvW0tLtzc6Bete3iiZkymqA2pCAtRs2wQaSbBsmEmNQrHrYzh2JUx3j0zxfEJgFW1QaytD2N1fQghVYLDeOpFkSi2rq3DF157PD556Wac2FaDmqCMhG5Bd4stFIn4QsZmDFaBMmH+vwCLMWgKT0384KGDWBHT0FYbnNZE3pRuw3H4j39IlaFb3KladkMpzB30ZtoOFIlvDIbloD4SQFjjG3dEk9EY04q6nBjjbdRttSFEAyqaYhqCCsVn/uFYfOudp+InV2/Fb689t2RDB/iGmsqbeOzACAIy5WkUQsBAkDdtZA0HEiEIqRIoARI5A4msiZxpoyYwvml5KTJCwCc1E57q2dISw6cu2YxjWqIYy/INlLjF1aMZE4ZlgxW8yYwBpuVAkyW82JcuqkmhlKAuokKilI/0J+MFr621QYRUCZIblQqrMk5sq8F3rzgNZ66tx60PH8IPHzmE7Z1jcByGR/YN4d9+9wK6RrOoC6tYGQ+WrYMpFOPlmKr7aLFB3XqattpgiehQZYo3n96OH1+9Fe/cugpaQWqqN5HHF+/ajWt//AyeOjRS9tiG5aA/mUfXaBZZQ6SflgNCtgqWDV6Nwqdv34G+pI6akAJNotBtB2PuxNWJBY+F9wH4nBDH4WftnnhQZYpYgHdVZAwHNSEJYVWGFCMYThvQZIoPv2wj3nHmKv/YHzh/PXb2JHH/ngF85/4DyBnWeEQGDJZdWnosSQQSITAdhkTOxOq6EPpTBm564ADedkY7Pvf7nVXPfXEchrzJaxACiuRHEhww2G7axTtU91gO8YDs+hcVSzovkkQI4DhAU1RDXUT1a1w0iSLBgLqIigs2lQqYiWvyakJW1YUAAHnTgWHZ6E/p0C3HrfXJ+51XxL2fxRhWRFUMpAx/3RIARZagygS1IRXXXrAeskxx7QXrcf3tO9A1lkNIkTCSMWA53DmbOVwEqQXRqUTOxOr6IPqTBm68fz/OWlfPxcwkkb6IJiOshjGWM5HJm7jq3HWQJeALf9iFjpGsH4WTKcWmFREQAr8OxhNFASqhOUbRl9T9x6zUmVRt99FiRJEoVsQCyJvc16nQ+T0SkHH1trV47ckrcdujh3HXjl7/e7d3II1P/WYHTl1Vg2vOW4fNzdGSYxuWg75EHpoioTaklBQhC44eRGRGsKyoVAw5WcGjd58T22oQD6qQJOLWWBDUhhScsaYOX3/rKSWFlDnDxgltcXztrSfjXWetLhFJvAOkCUFF4hup1zHE3MjIhHVQN40hUwLdcqBbzK+TOLGtpqh4ciqCqoSsaUN2W6plSv2UiLdZeI9vWgzDrrGjM0EtFc4qoRQIqXJR19Z0ogUTa0K8qMlgWvejVwwoEjK8qBnImQ6iARWrG0LQ3Bb0oCajNqTgxLaakvc2FpCR1W30JvPIW477flJQyjdXQggIeKRMt2zoJispEK8U6QOAZM4CIwS3PnoIX713D/YNZmC4NTSyRGA7Dnb1JrGzJwlNlqasg5luwfB8MtkQyukQUCS01YbQGNVK5t40RDR89BWb8IP3nIHzNxZ/R5/pGMO1P3kGX/jDLnSP5soeWzdt9CXy6B7LlS0kFix9hEwVLDumKoac6j7DaR2j7vCuhrB2RIWUx62MYXNzFI8fNGDZDhSZFkVFPLyuKO//eSuwg7AqI+EwjOVM/PtrjsN7f/gEpvqtJgDypo2aoIL22iB6EzqaokrJOF8eiQFkCTAsLt6yhuXXhwBAQOGt2VnDRkgdb6EGph8t8GpCFEqQM2ykdBPDaaPEbLPwL08EOg6D6TiIBRSEGiT0JPN437a1uGBTU9F7UDhnaFVdEGndwkBSdwuueckzmXh8p/i19mpSKkX6BpI6soaFsCohaxcXSNsOfA8vw71uNKOjNqyUtO9PrIOZbFDdlpborBlTTpfZNsqMBhSEVRljObNk6u+quhA+/5rjsLs3iZsfPIDnOhP+dfftGcSD+4bwqhNacMXZq1EXLhXQummjN5FDQJFQG1IRVEtr5wRLEyFmBMuSmRQ8VnOf6R6XUoIPXbgeewdSGEzpMC0HpIz2ken4gDOvHkSmtCjycUJbHJ+89Bj8590vVpzGGw3IOHZlHNdesB4A8Onbd6AnoReJBL94lhJYDo8kBBUKVZZKNm6JUkjU8Yt8p0rdTUZdSIXDHBwazsJ0HFh2+Q6twtbxwnod260xMhyGkCLhgk1NRe/FxNZm/noSDEsGCHgrMGO8m0lyj+zVDk18rT3KiQuZ8ChVWJPQENZweCRbsm7LcfwUnWPzeqW84ZRsrpM95nx1H01FtUMopwulBHVhFbGAjJGMUdJ2vaUlhv9+80l48tAobn7wAPYPZgDwqN0d23twz64+vPm0Nrzl9PayRcB5V9QEVS5qAmUcvAVLCyFmBIIKlBsbD2BWN5JzNjTga285GTf8aTf29KdhFhR4BuTx2g2vPdlyGIIKhSYT9KeMosjHNeevx8GhNH72RFeJEJApwZtOa8U7t64pWvOXX38CvvTH3UjmTNCCdBclPE4QUCjqwxqypo13n70Gj+wfKooKnNQex/kbG/DA3qEjihYkcgYyhg3d5MKomkRFYTBJopWjQeVamwMqhSZLyJs2t2SwuSiiEvPbswOKBE0h6E8aZY87UVyMpA185Z4XEdZkmPa4/xHIeFTNi74Vtq6bto0gxjfVSs9lvruPylFeHJav95np90OWKJpiAcRMG8MZA7o5HnYkhODMtXU4fU0t/rp7ALc8fAh9Sd6inzcd3PZYB36/vRfvOmsVXn3iypL5NgCQM2zkDCFqjgaEmBEIJqFc+Lw+ws+Qh9PGrITUPc7Z0IA7rtuGHd0JPNcxhgNDadyzk5sqBhQJA8k8TDfcIlGCWFBBf8ooiXzc/MB+/PKpbn67AmHigG+Oaxu4582D+4Z8IeZFF66+9UmoEkXQ/UG3GYNMKQIKRd5yoNgOmmMBvHfbWoxlTNSGFNRHxtNsV29bV1b47ehKTCn8HIfhpgcOQJUILAtFnVwTKXeNN7W4Uu3IxNZmry07rHExY9tw29+JLygpAYIqRddIDmFNxgfOX1d03Ili97wNDXhw35D/OF5kZ2Ioyev8IoSAEh6BSuQtKLI048jWfFMoDgEuDCzH8T8zlebeTJeAIqG1JohU3sRoxiwyxqSE4BXHrsAFmxpx5/M9uO2xDiRyfCpwImfiW3/fj9883Y2rzl2Dl21pKili99YuRM3SRogZgaAM5cLnYznDL/5siQfRFFVnJaTuQSnBSe01OKm9BgBw6XHNvpgKaTLypu22PksAQ1Hkw3EYtneN4et/2csHzskElIyfiTrMgWExfOWel9AQPgCb8ZqNdY0RXHZ8M1prg2irDfntwRM7ZQZTeRBC8F937+ZpJwqsiAdx6XErAMAXKYWb1nRqKXb2JLGrJwHLBhghk7ojF6aVAPiRJIlys8xK0aDC7iPL5M9Jt8bnwXh5IE2lMC0eCWMMGEkboJRAlkjR7JfJnt+lxzWPdzmpvMU8o1tFaTEvYWi5M3k2r4igJqThwODiqIOpBk8cGpaD3kTOfy2JO9enPqxN6ro9U6IBxfV74vU0hQXpqkzxhlPbcOlxzfjlU5341dNdyJtc9PQl87jhTy/il0914prz1uGMNbVlPZ08URNSZdSEFCFqlhCEHeWe6slkEvF4HIlEArHY0mpZFMwelVyGJ163pTmKq259Ert7k374nDGGQ8MZZA0bYIDqDprzohh9SR3HNEfxyUs3YyxnzlodQ+HaaoJ8dP/E43ub6o6uMYzl3Am+hIfoJTI+t8ZreV0R1dAQ0TCWMzGQysNhQESVIUtAxrChyRSN0YAfIRhM5ZHReYHviljAHWanI2/xAXM1IRXHrowVbbyT1VKMutGGicLvxvv24yv3vOjXpwDcHsHDm8JMAEgS4Njc7yisUmiKjHefvRrbNjRWfM0dh+HKW57A9s4E8qYFm8G3JnDAYFoMikzxzy/biGhAxrfv24+szgueo5oM02H++t+5dRV+8nhH2ecXVrnnVW9CR3NMQ8aw0VnQkg0UFHQTbrz4tbecvGjqYKplR1cC77nlcSTzFpyC15LXBPGurVhAxg+v2jonKTHLdjCSNZDOl58jM5IxcNtjh3Hn873+pGGPk9vjuOa8ddjSUnlPCGtc1GiyEDULwXT2byFmBEc9lSIEAEqua4oF0DmSQV1Y88/McoaNg8NpOM54VECmBAGFb/yG5WAorbvD9cispZ+qeW6eaHAchpHsuOkeAXyn7ELLgRVRDSFNRvdoDrYbrg8oElriAQykDBi2jbDKjScVSpB1W4BX1YWQMWx+P8a4wLAZVFny/aW+/PoTcNa6elx5yxNFYtCDMYa+pI4tLVHcetWZAIAd3Ql89JfP4eBgxh0cyCNKhQLMez6qTPyJumFNxvrGCD5xSelU3cl4aO8g3vejp6CbDhSJgLrmj3y6MRDSJJzQWgOA4cW+VNn19ybybgqOTPr8WuIaknkLGd1GTUiBaTvoS+R8gUbAW8A3N0dw/Su3LNroSyUsy8HpX/4LEllz0khgPKTgqU+/HHI5Y7FZQrdsDKcNf27SRLpHc/jBwwfx95cGS647f2MD3rttrT/XaDIimoyakFq27kYwd0xn/xZpJsFRTaVui4/+8jkAfCMrvO7gYBop3UJEGw8zp3SzrD9TznTQOZL1u2BUb1ruLKafJmNiAeZY1vTFjNeybLkTfAtPWRSJYDClw2HMbwU33LbkVXVB9CbyaK8L4SMv24jRrIn/unu3b+g4mOIbueJ2VxGJwXIcxAMBJPIWbrx/P8KaXJWH0E+f6MA9O/uwuzeJkYxRMPqf+QMEi+bvALAsBlWhrkknQX8iVzL2f7LXamdPEnsH0pAphSMzOA7g2NwmIqBIaIyqsGyG57sToAAaouXXH1Ql9I7lsLImOOnzG04b+NBFG3DPzj4ulB2G+rCGppiGk9pqsLYxglPaa3BCa3xRR18qsbsvBYkQN8UHgDL//bIdnvqTCMHuvtScFitrsoSVNUFkdAsjGaOogB4AWmuD+H+vOhZvPSOFmx88iKcPj/rXPbB3CA/tG8I/nNCCd5+9Gg0RrexjpHULad0SomYRI8SM4KilUrfFihjBnv40AGBTUwTUjQYEqISGiIaUbmEwxSMtAB+A5uFtPXzDHU+HyO7QOErJrHZ0TMbE7px4UEZvgnfGeEP3uOv2eIuz5E631S2bT+51EwPe3BqAIqhK6BjO+LN0LIffJ286vuWB91p6c1hsNj5U7tnOsSk9hAYNG9/8217fUJK6hbCWw4WVxMZdpj1CbiGyYTmojwdQE6xONHqRuV09CYzlxkWpRAgUmbcAazLFYMrg6Sf3etN20BQLlJgWSoRwE85J3k5vNkx7XQi3XnXmkkodTYeRrAFKCFprgxhOG9At25+gHFAk1EdUZA17VmtmKhHWZIRUCcmc5XqpFScdNq2I4itvOhFPHRrBzQ8exN4B/v13GHDn8734865+vOm0Nrz1jPZJjSp9UROQURtSSwwvBQuHEDOCo5ZKLsO6ydwiUwLdYggWzNcKahJv17Vs5AwbhBA+7h7jTSmUeFED71KeNggo4z9uUzkZHykTu3Mo5Skvrz3V+ykvnMbaGA24nU2AlxXw5tYYloND6Qx004HFGL541y6014V4ysB2fMuDwpeycA6Lt4kThoqGnv7rCqCtNoi86YAQHZTwlJhpOyU1Dl63kldnksiZftdJJdHoReZGMgZypl0UobIZAyzGh+a5EEK4Sznjdg/dozm01gaLNjebMbg3KUvhbJjF0EI9V3gF1apEsaYhhLzhjHczqVz8KtSZV68oQgjiIQWRADexTBWYWHqcvqYOp66uxX0vDeIHDx9Ej+u4rlsOfvJ4B/6wvQfv2LoKrzu5ddIITNpNIUbcKdOyEDULjngHBEctlVyGvY3Z+/9CCAiaXAPFwbSBjGG5HTPjt/HSIIVnf7GCybgemkRnvaPDo5zxYGNUQ3MsAKlQcIDX94QUCQ0R1bcg4PNOeEeNRAmG0jpyJq+ylQgQUiV0jWaRMWz0J3VIhHswMf+4DLbD3b8D6vhQuZNX1VQ09BxOGyBkPI0TUCg0mfpFo7K7+MJX0mFA3nJACeED7CzH71SZKBr9+7iRuVTehO1wmwaFEtAJr43t8OchuX5b3OSSunNmeLGzFyNijCFn2IgGFVcclT6/coalRyOFdg5wu+yiAcXvtpv4OsyG5UG1SJSgIaKhtSZY1o+JEoKLj2nCLe85A/908QbUhhT/umTewnfuP4B3/+AJ3LOzr0RYezDGkMqb6BzNYSitw5rEAFQwPwgxIzhqqeQyXOgpNNEHBuBRlpqQinWNYZi244uWoEIRdKMvlmvICPDNP6opJceZSyfjybyBGqMaNq+IIKLJWF0XwlfedBJ+8J7T0RTT0JfUAcIFnmU7MB3H/xHg3T1c5AQUGfGQguZYAJpMYdg2RrMGZEphOQ5sd0IvJQSNUa1o8zqhNV7RQ0hzHbE1iUdtCCFojAZ8E01vkyuYNecLENNhsB2Hm0sWiNByotGLzIVUGYbN02OUUv7eu7dxWMFUXptBIrwAvCkWhOSGrvKmhaxu++uPBmRcd+F6RDR50XkkzQWTiZDpeEU9sm8IV97yBD5w21P4xC+34wO3PYUrb3nCdwSfK1SZojkeQEs8WDbKokgUrzulFT++eiuuOmeN350IAAMpHf9590t4/21P45H9Q5OOC2CMIZnjomY4rU8qfgRzy6LuZrrhhhvw29/+Fi+++CKCwSDOOecc/Od//ic2b95c9TFEN9PyxWvF5S7DWlHUxGFO2ZoZoLjj5pYrz8DO3iQ+ffsOdI/l0FrDa2+8kDolQKdrblfpOLdedeacbG7jBc52WRfwwjqSwq6ujGEjrVugBIgHFSSyJuBGa7w6CC+1kjNtjGYMtNeF0DnCa2kAXnjZFNOgSHTKxzPd2SneHJZv/30fwppcNMeD+yTlkSkwl6KEr8dmrCStszIeQL1bsJkzbWR1Cze+6zRQQjCSNXBoMIP/+/s+BFWK7tE8KOE5MQLeam87vGjbI6BQtMTHn7e3npxpu35BUlGH2mTPr9oOtkrjAhYL1cwKmup1mG6b/lySzJsYzRiTCo6xrIEfP96B3z/XU+IJdkJrDNectw7Ht1ZOGxJCEAvwQmFpkb2fS42jpjX7sssuw9ve9jacccYZsCwLn/nMZ7Bjxw7s2rUL4XB1DsFCzCxvKm32MvXSDKhKCMzGcebqOVa7qRZuoJ0jWdz9Qi929SQxmjMhER6RaYxqRTUijsMwkNbxlTeeiPqIhof2DeGenX18KvE0Hq9wKvBkIjOTN3FwmHsZeULGcsp7NKkSQWttCGFV8tuh40EFBwYzMF37Bz4JlmGSrl1/3gshwJr6MEITCj+zhoVEzsSHL9qIU1fXlgiOmQqS2TZnnAumI0Imex3GTyimbtOfLyHnuMasE00sC+lN5HDLw4fw190DJZ+9czfU433b1mJ1feU9iBI+qTseVISomSFHjZiZyODgIJqamnD//ffj/PPPr+o+QswIKm32AKoWArN1nLlgppuq4zDc8VwPvnjXLoRUCfFQqXOzF/W46YrT/WLWI40qTCYOB5I6MrqJhoiGUbfmqXBybuHkX0IAVZIQUiUorpdTYZv9aNZATyI/5Vokyjee+YqsLaZIxWTMlgjZ0ZXAB257qiQK51HuszVfWLZT1sSykH0DaXzvwQN44tBo0eWU8And7zlnDU+zVoASgrgrahZb5G2xc9TOmUkkEgCAurq6SW+j6zp0fbw7IZlMTnpbwfJgKpfhaievztZxPDxBMJzW/TbohrA2o3TDTLtmKCV47ckr8dtnu7C7N4V4oXLA5GaHR9qlU+g2va8/hSGL1+40xzUMp/kZrSQR9I6Nd2YVWgF4NgaGZWPziihs5qA3kceKqAbdYkgblp8OqwSPzBCEFQndY3nUR1QEZGlOvJEch2FHdwJf/uNujGUNtNYEi0YCzHUr/3So1Ak4nS69SkX4wHgb+3y1bxdSycTSY0NTBP/fG0/Esx2j+O6DB/FSXwoAr7X60wt9+OuLA3j9ySvx9jNXIRYsrZnjt2UYzRpI5k3EgwpiASFq5oIlI2YYY/jYxz6Gbdu24fjjj5/0djfccAP+/d//fR5XJlgKVNp8p7Mxz9ZxxmefJJHMm3Bcj55YQMaxK+Pzmm7wCjk/ffsO9CX1sqmyuShoPWdDAxzG8NV796BzJAuHMaRyJmzGMJDKo8YNz1PqtVAx2IwbbzZHAzAdB6m8hdeeshI3P3AAmkxxeCQL3XLguLNvxhvnJ8dxGCwGmJaNzhFuNhhWpVn1RvLe7xd7UxjO6KCE4PBIFo3R8Tk2c93KPx1mS4QUFuGXa9OfywL5avFMLNO6hdEyQ/cA4JRVtfj2O2rwwN4hfP+hg+hy6+QMy8EvnurCXTv68PYz2/GGU1qhTeLnZDsMIxkDiZyJmqCKWFAu6w8lmBlLppvpH//xH/H888/jZz/7WcXbXX/99UgkEv4/nZ2d87RCgaA6vDTD811j3CzPFTIOY0jmLWzvTODTt++Y806PQrxIyZaWKLK6hYG0jqxuYUtLdM7SHo/sG8K//e4F39xyZTyISECB4wAZnZ8tA3wCICG820oiFE3RAEKaDFWWEFQkEEKQ0W0MpnhrOR/Axx+jUMgoErdnUCQCuXDGDiWoD6torwsipEkIKBQfumgDbr3qzFkTMp++fQd29yahSDyJRymfHt09mitKc8xlK/90qNQJCFQvQibruAMWXxt7RJPRVhtEXVgt66xNCMEFmxrxgytPx0dfvhF14fHnntYt3PzgQVzxgyfwxx2lXlCF2A7DcEZH50iuYt2OYHosicjMhz/8Yfz+97/HAw88gLa2toq31TQNmlY5hykQLBSFU4kt12NIkanfYeO1Hqdca4D5TDdMlUarVOS5ozuB5zrGwAiqGtNfaTrzqrogOkZyoASQKHPbqnlbvBfJKEx/ndQWR860YTsMikT5sSiAiRsKY5AlCaxgarPizrRRJIqgIqGthhcT37OzD+84c9Wka682nTjxeeZNB9SdvKxQ3mo+mMojrIZBCFkUkQpgXITwIm1aUjNTLvUIlH9tFiLqN1N4dExFNKBgJGMglS9NVcoSxatPWomXH7sCv32mCz9/otPvwBtKG/jqvXvwq6e6cPW2tTh3Q/2k0RfLcTCc1pFwU8xRTURqjoRFLWYYY/jwhz+M22+/Hffddx/Wrl270EsSCI4IrxYhqEhI5MwCSwH+QypTPs6/NqwuSLphslTZZN03529swO+392BPf9oPz8t0agPFqWoymmIaMnkTb9+6Cr99ugu65fj1LDnTLt4I3WF+/M78P+XOdU0HIGTcPwjg9QxBRfInN0+V6pluF9LE5xlQKZ8ubdqQJQKZEn8AYEChk4qE+WYmqcdKr41XH7V/II2EWyA/m2m82UaifH5SLCjz6dFGaT1NUJHwzq2r8aoTVuKnT3Tgd891+yaoh0ey+Ozvd+LYlhjef/5anNhWM+ljWY6DoZQrakIKooHytTeCyixqMXPdddfhpz/9Ke644w5Eo1H09fUBAOLxOILB4AKvTiCYPl4tgiyRIksBD89PSSIEuuMccbrBO1MeyugYy5iIB2UkchZqQwrqI5MXG09s4b75gf3IGHZR9832zgQe2TcEh/GCXJkSPjXXdrCzJ4l//NkzuOa8ddi2obHkcaqqyWC8qPq8DQ3+RpjMWyUb4f17BhFQJGQdBstmIIT5Ua+JFKZNKOFpq8ZocbfOZPUglUxLJ/OGmvg8Cfgm2T2ac4cO8vc7Y1gYy7FFFakoLNKeSoRU89osRZ8qTZbQEg8ia1gYTpevp4mHFFx74Xq8/tRW3PrIIdy7s98X07t6k/jIL7bjrHV1uOa8dVjbMHk7t2nzadNjWRO1YXVSfyhBeRb1q3XjjTcCAC688MKiy2+55Ra85z3vmf8FCQRHiFeL4HkalXgdAW59CDvidEOhwWIyb8H22pwJP/OMBRQc66YBJm5MhWfYybwJhzG01gT99lqNUNiOA08zeKkyAGDUgWkzjGRM/Pe9L+G2Rw+XRC+mUxh6Qlu8YvqrLqQirEqIaDISOQMZ3R6fHlwQhSmEAAjIElbES40ky6V6KqXFKnUhlXueEU1Ga20QgykdedOCw/hGtqWl9L1YaKZKPQLTe22Wqk9VSJURrJWQzFsYy5YfutccC+BfLjsGbz6tDd976CAeOzDiX/fYgRE8fmAElxy3Au85Zw1WxAKTPpZpOxhI5jEqUSFqpsGifpVEYZTgaGO8FiHpulc7IBL8mhnLYQjIFDnDxrErYzNON0w0WCycdssYAJsPlHu+a6woqjDxDNt2GEazOhgDesbyaK0liGiy76CNgmN6IqwwKsI9rUhJ9GK6NRmVOsUKj9UU1dBh5kDcgXsAf01VSUJTVEXOdGA5DA0RFcNpA2G1WEhNVg8y01blyZ5nRJMRUim6x/JorQniy68/Yco6o4Viqi692WrjXuwQd15MVJPdVutSE0sAWNcYwZdffwK2d43h5gcOYFcvb+dmAO7Z2Y+/vTiA153cindsXYX4JO3cwLioGZMpakMqwkLUVGTJdDMJBEcD4342sm+oaFrcGsF07REkShENyDNON0w0WLQ9A6JC3MNaNkNa58XGluUUnWEHFMn1pCKQJW4pMJjKu6LLKfohZ4wbT1q2U/RQDFzMNMc0pHUbN96/3+/eqtbXp/rXVMJw2gBjzO9mshyeSmqOBxALqmiMaJAowetPaUU0UL23UjVpsXJdSJWeZ3/SQE1QwWf+YQtOaq9ZlEKmGmb62ixVKCWoj2hom+CmPpGT2mrwzbefgi+85jisqgv5l5s2w6+e7sK7vvc4fvL4YeQmG0/tYlgO+pN5dI/lkDUmH/C33BFiRiCYZ7xahBPbavypoI7DTRtjARkntcePqB16osGiRElR2sWryyGE15AEFQn7B9L4w/O9JWfY44acxcWq/PLxzXfchbvY7ZrX0tCyztaz2Q7uHWttYwQAFzG8uJcW+Ux5KaRtGxqn9dhH0qq8EG3v88lstXEvNRR36N7KmuCks2UIIdi2sQHfv/J0fPwVm9AQGX8NMoaN7z90CO/+/hP4w/aeKV23ddNGXyKPnrFc2YLk5Y6IWwkEC0BhLcJsTAAuxDtTViTqi4uiwAwZFx2OK2pMh6F7LFtyhl3YfSO5jtqW4yCiydBkCsv9USUEcJzSAJAmSwio/HjlCmurqcmolnM2NODXa+rwppsexYHBDBojKoKq5IuuiSkkSknVjz3TVuW5eJ6LjSN9bZY63tC9VN7EaMYscnP3kCjB5Se24OVbmnD7s9346ROd/nyh4YyBr/1lL371dBfet20tztvYULFFO2/a6E3w4Y61IbWsTcRyRIgZgWCBOFJLgMnwzpQdd9gcMEHQFAgcL6KiUILWmlBJsWpx940DQggoIchbDiRKIRGbF7BaDib+/sqUoCkW8AuDJztDn83XQZYpPnXpZnz69h1I5C0QSiq2FFf72LMxJXmu3u+FZqEmSC82ogHFLUI3MZY13RRtMZoi4W1nrsLlJ7bgp4934LfPjrdzd43m8Pk/7MIxzVG8//x1OLm9puLj5QwbOSOHkCqjJqQse1GzpIwmZ4IwmhQsNzyTwF09SeRNm+fkGVB4vug5UmsyRVCVsKUlhluuPANX3fpkWTfrVN5E91gOBASxoAxVomXnzHhNHgGZoqVmPL0z3w7J03ESXwzHPRoQr804lmscWm7oXiEDyTxuffQw7tnZVzLj8cw1tbjmvHVY3xSp6jHDGhc1mnz0iJqj1jV7JggxI1iOjHczmciZFu9mKvimU/Az6rDGQ9Wl3Ux22TPs9523Du11oUknAB8YyuCenb2wHIaakFpy//msETlSZ+/5Pu7RgHhtitEte9Khe4UcGs7g+w8dxMP7hosuJwBetqUJV527Bi3x6marRTQZNSEVqrz0S2KFmClAiBnBcmVW5szM4AxbnKELBMVkdAsjk5hYFvJCdwI3P3gAO7qTRZfLlOA1J63Eu85ahZoqC6mPBlEjxEwBQswIljOzMQF4JmfY4gxdICiGMYZkzsJYrvzQvcLbPXZgBDc/eACHhrNF14VUCW89vR1vOq0NQbW6dFIkIKM2pEKZpHV+MSPETAFCzAgEAoFgscAHURpITTJ0r/B2f97Vjx8+cggDKb3outqQgnefvRqXn9ACuQqRQggfdlkbUqq6/WJBiJkChJgRCAQCwWLDsByMZIwpB+EZloPfPdeNnz7egWS++LYrawK4+ty1uGBzozvxujKEEEQDMmqCS0PUCDFTgBAzAoFAIFis5AwbwxkdhlW5niadt/DzJzvwm2e6i6xEAGBjUwTvP38dTltdW9VjEndAZ01IhbSI079CzBQgxIxAIBAIFjvJvInRTOV6GgAYSuv40aOH8ccdvSXt3KetqsE156/DphXRqh6TEoJYUEGNO4l8sSHETAFCzAgEAoFgKeA4DGM5E4mcOaXRcsdIFj946CAe2DtUct1Fmxvx3m1r0VpTXTs3dU0044tM1AgxU4AQMwKBQCBYSpi2g9GM4VseVGJ3bxLffeAAtnclii6XKMGrTmzBFWetRl24unZuiY6LmkqWCvOFEDMFCDEjEAgEgqVI3rQxnDGgT+GszRjDE4dGcPODB3FgMFN0XUCheMtp7XjLGW0IqdU5GMmUIh5SEAvICypqhJgpQIgZgUAgECxl0rqFkbRR1sSyEIcx/HX3AH7w8EH0J4vbuWuCCt511iq86sSVVQ/SkylFTVhBVFsYUSPETAFCzAgEAoFgqcMYq2hiWYhhOfjD8z247dHDJe3cLfEA3nvuGlx0TFNV7dwAoEgUNSEF0YAy4/XPBCFmChBiRiAQCARHC9WaWALcRuGXT3XiV091IT+hnXtDYwTvO28tzlhTW3XUZb5FjRAzBQgxIxAIBIKjjWpNLAFgJGPgtkcP484dvSWt3ye31+D956/FMc3V74+KRFEbVhHRqqvBmSlCzBQgxIxAIBAIjlaqNbEEgK7RLH7w0CHct2ew5LrzNzXg6nPXor0uVPVjqzJFbUhFeI5EjRAzBQgxIxAIBIKjmWpNLD1e6kvh5gcP4JmOsaLLKQEuP6EF7z57NeojWtWPXx/WEA/NfupJiJkChJgRCAQCwXLAdhjGsgaSU5hYejx1aATfffAg9g2kiy4PyBRvPK0Nbz2jvapUUl1YRU2oulk200GImQKEmBEIBALBcsKwHIxmDWSqGLrnMIb7XhrE9x86iN5Evui6WEDGO7euwmtPbq3Yzi3EzDwgxIxAIBAIliPVmlgCfOrwnc/34sePHcZotrhTqimq4apz1+DlW1aUNaYUYmYeEGJGIBAIBMuZZN7EWMaccugeAGQNC79+ugu/eLILuQmTh9c2hHHNeWuxdW1dUTu3EDPzgBAzAoFAIFjuTMfEEgBGswZ+/FgH/rC9B9aEouITWuN4//lrcdzKOAAhZuYFIWYEAoFAIOBYtoORKk0sAaBnLIdbHj6Ev744UHLdtg0NeN+2tTh5VY0QM3ONEDMCgUAgEBSTN/nQvfwUJpYee/tT+N5DB/HkodGiyykBXntyK/7lsmPQHA/M6hqFmClAiBmBQCAQCMqT1i2MVjl0DwCe6RjFzQ8cxEv9qaLLNZnif992Mi47vmXW1jad/bs660yBQCAQCARHHRFNRlttEHVhtSrjyVNX1eLb7zwFn33VsWitCRZdd1J7zRytcmrm1lhBIBAIBALBooYQgpqQimhAwUjGmNLEkhCCCzc3YtuGety1ow8/fuww3nR6G1riwYr3m0tEmkkgEAgEAoHPdEwsASCoSIgGlVk3nhRpJoFAIBAIBDNCkyW0xINojgegSFPLhKAqzbmD9lSINJNAIBAIBIISQqqMYK2EZN7CWLY6E8uFQogZgUAgEAgEZSGEIB5UENVkjE7DxHK+EWkmgUAgEAgEFaGUoD6ioa02iPACp5TKIcSMQCAQCASCqlAkihWxAFbWBKEp0kIvx2fxySuBQCAQCASLmoAiobUmOGUb93whxIxAIBAIBIIZEQ0oC70EACLNJBAIBAKBYIkjxIxAIBAIBIIljRAzAoFAIBAIljRCzAgEAoFAIFjSCDEjEAgEAoFgSbMkxMy3v/1trF27FoFAAKeddhoefPDBhV6SQCAQCASCRcKiFzO/+MUv8JGPfASf+cxn8Oyzz+K8887DK1/5SnR0dCz00gQCgUAgECwCCFuMJgsFbN26FaeeeipuvPFG/7ItW7bgda97HW644YaS2+u6Dl3X/b+TySTa29urshAXCAQCgUCwOEgmk4jH41Xt34s6MmMYBp5++mlccsklRZdfcskleOSRR8re54YbbkA8Hvf/aW9vn4+lCgQCgUAgWCAWtZgZGhqCbdtYsWJF0eUrVqxAX19f2ftcf/31SCQS/j+dnZ3zsVSBQCAQCAQLxJKwMyCEFP3NGCu5zEPTNGiaNh/LEggEAoFAsAhY1JGZhoYGSJJUEoUZGBgoidYIBAKBQCBYnixqMaOqKk477TT8+c9/Lrr8z3/+M84555wFWpVAIBAIBILFxKJPM33sYx/DFVdcgdNPPx1nn302vvvd76KjowMf/OAHF3ppAoFAIBAIFgGLXsy89a1vxfDwML7whS+gt7cXxx9/PP74xz9i9erVC700gUAgEAgEi4BFP2fmSEkkEqipqUFnZ6eYMyMQCAQCwRLBmxM3NjaGeDxe8baLPjJzpKRSKQAQ82YEAoFAIFiCpFKpKcXMUR+ZcRwHL730Eo499lgRnVmkeOpbvD+LD/HeLG7E+7N4Ee/NkcMYQyqVwsqVK0Fp5X6loz4yQylFa2srACAWi4kP1SJGvD+LF/HeLG7E+7N4Ee/NkTFVRMZjUbdmCwQCgUAgEEyFEDMCgUAgEAiWNMtCzGiahs997nPC5mCRIt6fxYt4bxY34v1ZvIj3Zn456guABQKBQCAQHN0si8iMQCAQCASCoxchZgQCgUAgECxphJgRCAQCgUCwpBFiRiAQCAQCwZLmqBczX/rSl3DOOecgFAqhpqam7G06Ojrw6le/GuFwGA0NDfinf/onGIYxvwsVAAD27NmD1772tWhoaEAsFsO5556Lv//97wu9LIHLXXfdha1btyIYDKKhoQFveMMbFnpJggnouo6TTz4ZhBA899xzC72cZc+hQ4dw9dVXY+3atQgGg1i/fj0+97nPiT1mljnqxYxhGHjzm9+Ma6+9tuz1tm3j8ssvRyaTwUMPPYSf//zn+M1vfoOPf/zj87xSAQBcfvnlsCwLf/vb3/D000/j5JNPxqte9Sr0uLOfgQAABxhJREFU9fUt9NKWPb/5zW9wxRVX4KqrrsL27dvx8MMP4x3veMdCL0swgU996lNYuXLlQi9D4PLiiy/CcRzcdNNN2LlzJ772ta/hO9/5Dj796U8v9NKOLtgy4ZZbbmHxeLzk8j/+8Y+MUsq6u7v9y372s58xTdNYIpGYxxUKBgcHGQD2wAMP+Jclk0kGgP3lL39ZwJUJTNNkra2t7Hvf+95CL0VQgT/+8Y/smGOOYTt37mQA2LPPPrvQSxKU4b/+67/Y2rVrF3oZRxVHfWRmKh599FEcf/zxRWcyl156KXRdx9NPP72AK1t+1NfXY8uWLfjRj36ETCYDy7Jw0003YcWKFTjttNMWennLmmeeeQbd3d2glOKUU05BS0sLXvnKV2Lnzp0LvTSBS39/P6655hrcdtttCIVCC70cQQUSiQTq6uoWehlHFctezPT19WHFihVFl9XW1kJVVZHamGcIIfjzn/+MZ599FtFoFIFAAF/72tdw9913T1rvJJgfDhw4AAD4/Oc/j3/7t3/DnXfeidraWlxwwQUYGRlZ4NUJGGN4z3vegw9+8IM4/fTTF3o5ggrs378f3/zmN/HBD35woZdyVLEkxcznP/95EEIq/vPUU09VfTxCSMlljLGylwumT7XvF2MMH/rQh9DU1IQHH3wQTzzxBF772tfiVa96FXp7exf6aRyVVPveOI4DAPjMZz6DN77xjTjttNNwyy23gBCCX/3qVwv8LI5eqn1/vvnNbyKZTOL6669f6CUvG2ayD/X09OCyyy7Dm9/8Zrzvfe9boJUfnSxJO4OhoSEMDQ1VvM2aNWsQCAT8v3/4wx/iIx/5CMbGxopu99nPfhZ33HEHtm/f7l82OjqKuro6/O1vf8NFF100q2tfjlT7fj388MO45JJLMDo6ilgs5l+3ceNGXH311fjXf/3XuV7qsqPa9+bRRx/FxRdfjAcffBDbtm3zr9u6dSte/vKX40tf+tJcL3VZUu3787a3vQ1/+MMfik7AbNuGJEl45zvfiVtvvXWul7rsmO4+1NPTg4suughbt27FD3/4Q1C6JGMJixZ5oRcwExoaGtDQ0DArxzr77LPxpS99Cb29vWhpaQEA3HvvvdA0TdRpzBLVvl/ZbBYASr7klFI/MiCYXap9b0477TRomoaXXnrJFzOmaeLQoUNYvXr1XC9z2VLt+/ONb3wDX/ziF/2/e3p6cOmll+IXv/gFtm7dOpdLXLZMZx/q7u7GRRdd5Ec0hZCZfZakmJkOHR0dGBkZQUdHB2zb9ucubNiwAZFIBJdccgmOPfZYXHHFFfjKV76CkZERfOITn8A111xTFB0QzD1nn302amtrceWVV+Kzn/0sgsEgbr75Zhw8eBCXX375Qi9vWROLxfDBD34Qn/vc59De3o7Vq1fjK1/5CgDgzW9+8wKvTrBq1aqivyORCABg/fr1aGtrW4glCVx6enpw4YUXYtWqVfjqV7+KwcFB/7rm5uYFXNnRxVEvZj772c8WhVhPOeUUAMDf//53XHjhhZAkCXfddRc+9KEP4dxzz0UwGMQ73vEOfPWrX12oJS9bGhoacPfdd+Mzn/kMLr74YpimieOOOw533HEHTjrppIVe3rLnK1/5CmRZxhVXXIFcLoetW7fib3/7G2praxd6aQLBouXee+/Fvn37sG/fvhJhuQSrPBYtS7JmRiAQCAQCgcBDJO4EAoFAIBAsaYSYEQgEAoFAsKQRYkYgEAgEAsGSRogZgUAgEAgESxohZgQCgUAgECxphJgRCAQCgUCwpBFiRiAQCAQCwZJGiBmBQCAQCARLGiFmBAKBQCAQLGmEmBEIBAKBQLCkEWJGIBAIBALBkkaIGYFAsKQYHBxEc3MzvvzlL/uXPf7441BVFffee+8CrkwgECwUwmhSIBAsOf74xz/ida97HR555BEcc8wxOOWUU3D55Zfj61//+kIvTSAQLABCzAgEgiXJddddh7/85S8444wzsH37djz55JMIBAILvSyBQLAACDEjEAiWJLlcDscffzw6Ozvx1FNP4cQTT1zoJQkEggVC1MwIBIIlyYEDB9DT0wPHcXD48OGFXo5AIFhARGRGIBAsOQzDwJlnnomTTz4ZxxxzDP7nf/4HO3bswIoVKxZ6aQKBYAEQYkYgECw5PvnJT+LXv/41tm/fjkgkgosuugjRaBR33nnnQi9NIBAsACLNJBAIlhT33Xcfvv71r+O2225DLBYDpRS33XYbHnroIdx4440LvTyBQLAAiMiMQCAQCASCJY2IzAgEAoFAIFjSCDEjEAgEAoFgSSPEjEAgEAgEgiWNEDMCgUAgEAiWNELMCAQCgUAgWNIIMSMQCAQCgWBJI8SMQCAQCASCJY0QMwKBQCAQCJY0QswIBAKBQCBY0ggxIxAIBAKBYEkjxIxAIBAIBIIlzf8POjoZk2IQO3YAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_reg(-combine_pk_pred, test_pk)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "e013856e-bc94-4cdc-ba56-ee57d129fe19",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SpearmanrResult(correlation=0.6992587694053006, pvalue=0.0)\n"
     ]
    }
   ],
   "source": [
    "final_ligand_h = np.array([r['final_ligand_h'].numpy().mean(0) for r in train_results])\n",
    "test_final_ligand_h = np.array([r['final_ligand_h'].numpy().mean(0) for r in test_results])\n",
    "h_pk_pred, lmodel = pred_with_linear_regression(\n",
    "    train_x=final_ligand_h,\n",
    "    train_y=train_pk,\n",
    "    test_x=test_final_ligand_h,\n",
    "    test_y=test_pk,\n",
    "    return_model=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "59235a4b-9d72-40f4-ad4b-b91eed15b2cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('pk_reg_para.pkl', 'wb') as f:\n",
    "    pickle.dump(lmodel, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "25dbeb05-e231-44c7-b180-a5f7c3319c23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_reg(-h_pk_pred, test_pk)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5871e816-a335-44b4-b0b8-0adaa46e2f99",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_multi_reg(x_dict, y, ylabel='pk'):\n",
    "    fig, axs = plt.subplots(2, 2, sharey=True, figsize=(8, 6))\n",
    "    for i, (xlabel, x) in enumerate(x_dict.items()):\n",
    "        ax = axs[i // 2][i % 2]\n",
    "        r, p = stats.spearmanr(x, y)\n",
    "        # sns.regplot(x=x, y=y, line_kws = {'label': 'Spearman $r=%.2f$ \\n $p$-value$=%.2e$' % (r, p)})\n",
    "        sns.regplot(x=x, y=y, ax=ax, \n",
    "                    scatter_kws={'alpha':0.3},\n",
    "                    line_kws = {'label': '$r=%.2f$' % (r)})\n",
    "        ax.set_xlabel(xlabel, fontsize=16)\n",
    "        ax.set_ylabel(ylabel if i % 2 == 0 else None, fontsize=16)\n",
    "        ax.set_xticks([])\n",
    "        \n",
    "        ax.legend(fontsize=16)\n",
    "    plt.tight_layout()\n",
    "    return fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f3b4aa88-ae15-4d0d-8dfa-60037dbca583",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plot_multi_reg({\n",
    "    'vina': test_feat['vina'], \n",
    "    'v_ent': np.array([np.max(e) / e.shape[0] for e in test_feat['entropy_v_all']]),\n",
    "    'combined': -combine_pk_pred,\n",
    "    'hidden_emb': -h_pk_pred\n",
    "}, test_pk)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06fe3f76-6787-409c-b42b-ae529e2a88d5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Pocket2Mol",
   "language": "python",
   "name": "pocket2mol"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
